Dongmei Zhang

Distinguished Scientist, Deputy Managing Director, Microsoft Research Asia

Publications

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- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents
  
  Qianhui Wu, Kanzhi Cheng, Rui Yang, Chaoyun Zhang, Jianwei Yang, Huiqiang Jiang, Jian Mu, Baolin Peng, Bo Qiao, Reuben Tan, Si Qin, Lars Liden, Qingwei Lin 林庆维, Huan Zhang, Tong Zhang, Jianbing Zhang, Dongmei Zhang, Jianfeng Gao
  
  ArXiv | June 2025
  
  Publication Project
- Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables
  
  Qixu Chun, Yeye He (yeyehe), Weiwei Cui, Song Ge, Haidong Zhang, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2025 | June 2025
  
  Publication
- Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
  
  Yuanmin Tang, Xiaoting Qin, Jue Zhang, Jing Yu, Gaopeng Gou, Gang Xiong, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Wu
  
  CVPR'25 | June 2025
  
  Preprint
- ProtoRAIL: A Risk-cognizant Imitation Agent for Adaptive vCPU Oversubscription In The Cloud
  
  Lu Wang, Mayukh Das, Fangkai Yang, Bo Qiao, Hang Dong, Si Qin, Victor Ruehle, Chetan Bansal, Eli Cortez, Íñigo Goiri, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  MLSys'25 | May 2025
  
  Publication
- Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal Learning
  
  Jiaru Zhang, Rui Ding, Qiang Fu, Huang Bojun, Zizhen Deng, Yang Hua, Haibing Guan, Shi Han, Dongmei Zhang
  
  Artificial Intelligence and Statistics 2025 | May 2025
  
  Publication
- AllHands: Ask Me Anything on Large-scale Verbatim Feedback via Large Language Models
  
  Chaoyun Zhang, Zicheng Ma, Yuhao Wu, Shilin He, Si Qin, Minghua Ma, Xiaoting Qin, Yu Kang, Yuyi Liang, Xiaoyu Gou, Yajie Xue, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  ICDE'25 | May 2025
  
  Preprint
- RuAG: Learned-rule-augmented Generation for Large Language Models
  
  Yudi Zhang, Pei Xiao, Lu Wang, Chaoyun Zhang, Meng Fang, Yali Du, Yevgeniy Puzyrev, Randolph Yao, Si Qin, Qingwei Lin 林庆维, Mykola Pechenizkiy, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  ICLR'25 | April 2025
  
  Publication
- UFO: A UI-Focused Agent for Windows OS Interaction
  
  Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  NAACL'25 | April 2025
  
  Publication
- MEETING DELEGATE: Benchmarking LLMs on Attending Meetings on Our Behalf
  
  Lingxiang Hu, Shurun Yuan, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  February 2025
  
  Publication
- Enabling Autonomic Microservice Management through Self-Learning Agents
  
  Fenglin Yu, Fangkai Yang, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Hongyu Zhang, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  January 2025
  
  Preprint
- SpreadsheetLLM: Encoding Spreadsheets for Large Language Models
  
  Haoyu Dong, Yuzhang Tian, Jianbo Zhao, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  Preprint Project
- AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation
  
  Jia Fu, Xiaoting Qin, Fangkai Yang, Lu Wang, Jue Zhang, Qingwei Lin 林庆维, Yubo Chen, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  EMNLP'24 | November 2024
  
  Preprint
- CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing
  
  Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint
- Deoxys: A Causal Inference Engine for Unhealthy Node Mitigation in Large-scale Cloud Infrastructure
  
  Chaoyun Zhang, Randolph Yao, Si Qin, Ze Li, Shekhar Agrawal, Binit R. Mishra, Tri Tran, Minghua Ma, Qingwei Lin 林庆维, Murali Chintalapati, Dongmei Zhang
  
  SOCC'24 | November 2024
  
  Publication Publication
- PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning
  
  Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint
- Sharingan: Extract user action sequence from desktop recordings
  
  Yanting Chen, Yi Ren, Xiaoting Qin, Jue Zhang, Kehong Yuan, Lu Han, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  November 2024
  
  Preprint
- TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning
  
  Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint Project
- Can We Trust Auto-Mitigation? Improving Cloud Failure Prediction with Uncertain Positive Learning
  
  Haozhe Li, Minghua Ma, Chetan Bansal, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  2024 International Symposium on Software Reliability Engineering | October 2024
  
  Publication
- COIN: Chance-Constrained Imitation Learning for Safe and Adaptive Resource Oversubscription under Uncertainty
  
  Lu Wang, Mayukh Das, Fangkai Yang, Chao Du, Bo Qiao, Hang Dong, Chetan Bansal, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Qi Zhang
  
  CIKM'24 | October 2024
  
  PDF
- Early Bird: Ensuring Reliability of Cloud Systems Through Early Failure Prediction
  
  Yudong Liu, Minghua Ma, Pu Zhao, Chetan Bansal, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  2024 International Symposium on Software Reliability Engineering | October 2024
  
  Publication
- FXAM: A unified and fast interpretable model for predictive analytics
  
  Yuanyuan Jiang, Rui Ding, Tianchi Qiao, Yunan Zhu, Shi Han, Dongmei Zhang
  
  Expert Systems with Applications | October 2024, Vol 252
  
  Publication
- Navigating the Unknown: A Chat-Based Collaborative Interface for Personalized Exploratory Tasks
  
  Yingzhe Peng, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Xu Yang, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  IUI'25 | October 2024
  
  Publication
- AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure
  
  Xi Chen, Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Chao Du, Xi Cheng, Hangxin Liu, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  September 2024
  
  Preprint
- Scalable Differentiable Causal Discovery in the Presence of Latent Confounders with Skeleton Posterior
  
  Pingchuan Ma, Rui Ding, Qiang Fu, Jiaru Zhang, Shuai Wang, Shi Han, Dongmei Zhang
  
  2024 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining | August 2024
  
  Publication
- Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments
  
  Sitao Cheng, Ziyuan Zhuang, Yong Xu, Fangkai Yang, Chaoyun Zhang, Xiaoting Qin, Xiang Huang, Ling Chen, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  ACL 2024 | August 2024
  
  Publication
- Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation
  
  Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Minghua Ma, Wei Zhang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ACL'24 Findings | August 2024
  
  Publication
- Large Language Models Can Provide Accurate and Interpretable Incident Triage
  
  Zexin Wang, Minghua Ma, Ze Li, Chetan Bansal, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  2024 International Symposium on Software Reliability Engineering | August 2024
  
  Publication
- MonitorAssistant: Simplifying Cloud Service Monitoring via Large Language Models
  
  Zhaoyang Yu, Minghua Ma, Chaoyun Zhang, Si Qin, Yu Kang, Chetan Bansal, Saravan Rajmohan, Yingnong Dang, Changhua Pei, Dan Pei, Qingwei Lin 林庆维, Dongmei Zhang
  
  Foundations of Software Engineering (FSE) | July 2024
  
  DOI Publication
- MonitorAssistant: Simplifying Cloud Service Monitoring via Large Language Models
  
  Zhaoyang Yu, Minghua Ma, Chaoyun Zhang, Si Qin, Yu Kang, Chetan Bansal, Saravan Rajmohan, Yingnong Dang, Changhua Pei, Dan Pei, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE'24 Industry Track | July 2024
  
  Publication Publication
- The Vision of Autonomic Computing: Can LLMs Make It a Reality?
  
  Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Gong Cheng, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  July 2024
  
  Preprint
- Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations
  
  Sibei Chen, Yeye He, Weiwei Cui, Ju Fan, Song Ge, Haidong Zhang, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2024 | June 2024
  
  Publication
- Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks
  
  Peng Li, Yeye He, Dror Yashar, Weiwei Cui, Song Ge, Haidong Zhang, Danielle Rifinski Fainman, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2024 | June 2024
  
  Publication
- KET-QA: A Dataset for Knowledge Enhanced Table Question Answering
  
  Mengkang Hu, Haoyu Dong, Ping Luo, Shi Han, Dongmei Zhang
  
  COLING-LREC'2024 | May 2024
  
  Publication Project
- Automatic Root Cause Analysis via Large Language Models for Cloud Incidents
  
  Yinfang Chen, Huaibing Xie, Minghua Ma, Yu Kang, Xin Gao, Liu Shi, Yunjie Cao, Xue‐Chao Gao, Hao Fan, Ming Wen, Jun Zeng, Supriyo GHOSH, Xuchao Zhang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  EuroSys'24 | April 2024
  
  Publication
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint Project
- Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study
  
  Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang
  
  The 17th ACM International Conference on Web Search and Data Mining (WSDM '24) | March 2024
  
  PDF Preprint Project
- Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries
  
  Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 38th Annual AAAI Conference on Artificial Intelligence (AAAI '24) | February 2024
  
  PDF Preprint Project
- Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective
  
  Zexin Wang, Changhua Pei, Minghua Ma, Xin Wang, Zhihan Li, Dan Pei, Saravan Rajmohan, Dongmei Zhang, Qingwei Lin 林庆维, Haiming Zhang, Jianhui Li, Gaogang Xie
  
  TheWebConf'24 | February 2024
  
  DOI Publication
- UniLog: Automatic Logging via LLM and In-Context Learning
  
  Junjielong Xu, Ziang Cui, Yuan Zhao, Xu Zhang, Shilin He, Pinjia He, Liqun Li, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  ICSE 2024 | February 2024
  
  Publication Project Project
- Xpert: Empowering Incident Management with Query Recommendations via Large Language Models
  
  Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE'24 | February 2024
  
  Publication Project Project
- TaskWeaver: A Code-First Agent Framework
  
  Bo Qiao, Liqun Li, Xu Zhang, Shilin He, Yu Kang, Chaoyun Zhang, Fangkai Yang, Hang Dong, Jue Zhang, Lu Wang, Minghua Ma, Pu Zhao, Si Qin, Xiaoting Qin, Chao Du, Yong Xu, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  December 2023
  
  Publication
- Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation
  
  Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Minghua Ma, Wei Zhang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ArXiv | November 2023, Vol abs/2311.04254
  
  DOI Publication Publication
- Assess and Summarize: Improve Outage Understanding with Large Language Models
  
  Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  DOI Publication Publication Project Project
- STEAM: Observability-Preserving Trace Sampling
  
  Shilin He, Botao Feng, Liqun Li, Xu Zhang, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  Publication Project Project
- CoCoAST: Representing Source Code via Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
  
  Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
  
  Empirical Software Engineering | October 2023
  
  DOI
- A Parse-Then-Place Approach for Generating Graphic Layouts from Textual Descriptions
  
  Jiawei Lin, Jiaqi Guo, Shizhao Sun, Weijiang Xu, Ting Liu, Jian-Guang Lou, Dongmei Zhang
  
  ICCV 2023 | October 2023
  
  Publication Author's Version
- CODEC: Cost-Effective Duration Prediction System for Deadline Scheduling in the Cloud
  
  Haozhe Li, Minghua Ma, Yudong Liu, Si Qin, Bo Qiao, Randolph Yao, Harshwardhan Chaturvedi, Tri Tran, Murali Chintalapati, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ISSRE'23 | October 2023
  
  Publication
- Conservative State Value Estimation for Offline Reinforcement Learning
  
  Liting Chen, Jie Yan, Zhengdao Shao, Lu Wang, Qingwei Lin 林庆维, Dongmei Zhang
  
  NeurIPS 2023 | October 2023
  
  DOI Publication PDF
- Contextual Self-attentive Temporal Point Process for Physical Decommissioning Prediction of Cloud Assets
  
  Fangkai Yang, Jue Zhang, Lu Wang, Bo Qiao, Di Weng, Xiaoting Qin, Gregory Weber, Durgesh Nandini Das, Srinivasan Rakhunathan, Ranganathan Srikanth, Qingwei Lin 林庆维, Dongmei Zhang
  
  2023 Knowledge Discovery and Data Mining | August 2023
  
  Publication
- Auto-Validate by-History: Auto Program Data Quality Constraints to Validate Recurring Data Pipelines
  
  Dezhan Tu, Yeye He, Weiwei Cui, Song Ge, Haidong Zhang, Shi Han, Dongmei Zhang, Surajit Chaudhuri
  
  KDD 2023 | August 2023
  
  Publication Project
- HermEs: Interactive Spreadsheet Formula Prediction via Hierarchical Formulet Expansion
  
  Wanrong He, Haoyu Dong, Yihuai Gao, Zhichao Fan, Xingzhuo Guo, Zhitao Hou, Xiao Lv, Ran Jia, Shi Han, Dongmei Zhang
  
  ACL 2023 MainTrack | July 2023
  
  Publication
- How Different are the Cloud Workloads? Characterizing Large-Scale Private and Public Cloud Workloads
  
  Xiaoting Qin, Minghua Ma, Yueng Zhao, Jue Zhang, Chao Du, Yudong Liu, A. Parayil, Chetan Bansal, Saravan Rajmohan, Íñigo Goiri, Eli Cortez, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang
  
  DSN'23 | June 2023
  
  Publication
- XInsight: eXplainable Data Analysis Through The Lens of Causality
  
  Pingchuan Ma, Rui Ding, Shuai Wang, Shi Han, Dongmei Zhang
  
  2023 International Conference on Management of Data | June 2023
  
  Publication
- How Do In-Context Examples Affect Compositional Generalization?
  
  Shengnan An, Zeqi Lin, Qiang Fu, Bei Chen, Nanning Zheng, Jian-Guang Lou, Dongmei Zhang
  
  ACL 2023 | June 2023
  
  Publication
- LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction
  
  Zhaoyun Jiang, Jiaqi Guo, Shizhao Sun, Huayu Deng, Zhongkai Wu, Vuksan Mijovic, Zijiang James Yang, Jian-Guang Lou, Dongmei Zhang
  
  CVPR 2023 | June 2023
  
  Publication PDF
- AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks
  
  Xinyi He, Mengyu Zhou, Mingjie Zhou, Jialiang Xu, Xiao Lv, Tianle Li, Yijia Shao, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 61st Annual Meeting of the Association for Computational Linguistics (ACL '23) | May 2023
  
  PDF Preprint Project
- Incident-aware Duplicate Ticket Aggregation for Cloud Systems
  
  Jinyang Liu, Shilin He, Zhuangbin Chen, Liqun Li, Yu Kang, Xu Zhang, Pinjia He, Hongyu Zhang, Qingwei Lin 林庆维, Zhangwei Xu, Saravan Rajmohan, Dongmei Zhang, Michael R. Lyu
  
  ICSE 2023 | May 2023
  
  DOI Publication PDF Project Project
- CASR: Generating Complex Sequences with Autoregressive Self-Boost Refinement
  
  Hongwei Han, Mengyu Zhou, Shi Han, Xiu Li, Dongmei Zhang
  
  The Eleventh International Conference on Learning Representations (ICLR '23) | May 2023
  
  PDF Publication
- CONAN: Diagnosing Batch Failures for Cloud Systems
  
  Liqun Li, Xu Zhang, Shilin He, Yu Kang, Hongyu Zhang, Minghua Ma, Yingnong Dang, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2023 SEIP | May 2023
  
  Publication Project
- Homophily-oriented Heterogeneous Graph Rewiring
  
  Jiayan Guo, Lun Du, Wendong Bi, Qiang Fu, Xiaojun Ma, Xu Chen, Shi Han, Dongmei Zhang, Yan Zhang
  
  The Web Conference (WWW'23) | April 2023
  
  Preprint
- Robust Mid-Pass Filtering Graph Convolutional Networks
  
  Jincheng Huang, Lun Du, Xu Chen, Qiang Fu, Shi Han, Dongmei Zhang
  
  The Web Conference (WWW'23) | April 2023
  
  Preprint
- ML4C: Seeing Causality Through Latent Vicinity
  
  Haoyue Dai, Rui Ding, Yuanyuan Jiang, Shi Han, Dongmei Zhang
  
  2023 SIAM International Conference on Data Mining | April 2023
  
  Publication
- Learning Cooperative Oversubscription for Cloud by Chance-Constrained Multi-Agent Reinforcement Learning
  
  Junjie Sheng, Lu Wang, Fangkai Yang, Bo Qiao, Hang Dong, Xiangfeng Wang, Bo Jin, Jun Wang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW '23 | April 2023
  
  DOI
- Multi-Agent Reinforcement Learning with Shared Policy for Cloud Quota Management Problem
  
  Tong Cheng, Hang Dong, Lu Wang, Bo Qiao, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Thomas Moscibroda
  
  WWW'23 Companion | April 2023
  
  Publication
- Snape: Reliable and Low-Cost Computing with Mixture of Spot and On-Demand VMs
  
  Fangkai Yang, Lu Wang, Zhenyu Xu, Jue Zhang, Liqun Li, Bo Qiao, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Terry Yang, Victor Ruehle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ASPLOS'23 | March 2023
  
  Publication
- FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information
  
  Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems
  
  Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- Neuron with Steady Response Leads to Better Generalization
  
  Qiang Fu, Lun Du, Haitao Mao, Xu Chen, Wei Fang, Shi Han, Dongmei Zhang
  
  Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS'22) | December 2022
  
  Preprint
- Towards Natural Language-Based Visualization Authoring
  
  Yun Wang, Zhitao Hou, Leixian Shen, Tongshuang Wu, Jiaqi Wang, He Huang, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2022
  
  Publication PDF Preprint DOI
- ML4S: Learning Causal Skeleton from Vicinal Graphs
  
  Pingchuan Ma, Rui Ding, Haoyue Dai, Yuanyuan Jiang, Shuai Wang, Shi Han, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication
- pureGAM: Learning an Inherently Pure Additive Model
  
  Xingzhi Sun, Ziyu Wang, Rui Ding, Shi Han, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication
- NENYA: Cascade Reinforcement Learning for Cost-Aware Failure Mitigation at Microsoft 365
  
  Lu Wang, Pu Zhao, Chao Du, Chuan Luo, Mengna Su, Fangkai Yang, Yudong Liu, Qingwei Lin 林庆维, Min Wang, Yingnong Dang, Hongyu Zhang, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication Project Project
- Solving the Batch Stochastic Bin Packing Problem in Cloud: A Chance-constrained Optimization Approach
  
  Jie Yan, Yunlei Lu, Liting Chen, Si Qin, Yixin Fang, Qingwei Lin 林庆维, Thomas Moscibroda, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD'22 | August 2022
  
  Publication Project Project
- SPINE: A Scalable Log Parser with Feedback Guidance
  
  Xuheng Wang, Xu Zhang, Liqun Li, Shilin He, Hongyu Zhang, Yudong Liu, Lingling Zheng, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  2022 Foundations of Software Engineering (FSE) | July 2022
  
  SIGSOFT Distinguished Paper Award
  
  Publication Project Project
- Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
  
  Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
  
  IJCAI'2022 SURVEY TRACK | July 2022
  
  Project
- An Intelligent Framework for Timely, Accurate, and Comprehensive Cloud Incident Detection
  
  Yichen Li, Xu Zhang, Shilin He, Zhuangbin Chen, Yu Kang, Jinyang Liu, Liqun Li, Yingnong Dang, Feng Gao, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  ACM SIGOPS Operating Systems Review | June 2022, Vol 56(1): pp. 1-7
  
  DOI Project Project
- Investigating the Role and Interplay of Narrations and Animations in Data Videos
  
  Hao Cheng, Junhong Wang, Yun Wang, Bongshin Lee, Haidong Zhang, Dongmei Zhang
  
  Computer Graphics Forum (Proceedings of EuroVis 2022) | June 2022
  
  Publication Project
- Accelerating Code Search with Deep Hashing and Code Classification
  
  Wenchao Gu, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Michael R. Lyu
  
  ACL 2022 | May 2022
  
  Publication
- FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining
  
  Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang
  
  ACL 2022 Main Track | May 2022
  
  Publication Project
- HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
  
  Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
  
  ACL 2022 Main Track | May 2022
  
  Publication Project
- PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation
  
  Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang
  
  EMNLP'22 Main Track | May 2022
  
  Publication
- TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data
  
  Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Shi Han, Dongmei Zhang
  
  EMNLP'22 Oral Main Track | May 2022
  
  Publication
- Testing Machine Learning Systems in Industry: An Empirical Study
  
  Shuyue Li, Jiaqi Guo, Jian-Guang Lou, Ming Fan, Ting Liu, Dongmei Zhang
  
  ICSE 2022 | May 2022
  
  Publication
- GBK-GNN: Gated Bi-Kernel Graph Neural Networks for Modeling Both Homophily and Heterophily
  
  Lun Du, Xiaozhou Shi, Qiang Fu, Xiaojun Ma, Hengyu Liu, Shi Han, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  Publication
- Spot Virtual Machine Eviction Prediction in Microsoft Cloud
  
  Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW'22 Companion | April 2022
  
  Publication
- UniParser: A Unified Log Parser for Heterogeneous Log Data
  
  Yudong Liu, Xu Zhang, Shilin He, Hongyu Zhang, Liqun Li, Yu Kang, Yong Xu, Minghua Ma, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  DOI Project Project
- GridBook: Natural Language Formulas for the Spreadsheet Grid
  
  Sruti Srinivasa Ragavan, Zhitao Hou, Yun Wang, Andy Gordon, Haidong Zhang, Dongmei Zhang
  
  International Conference on Intelligent User Interfaces | March 2022
  
  Publication Project Project
- On the Evaluation of Neural Code Summarization
  
  Ensheng Shi, Yanlin Wang, Lun Du, Junjie Chen, Shi Han, Hongyu Zhang, Dongmei Zhang, Hongbin Sun
  
  International Conference on Software Engineering (ICSE'22) | February 2022
  
  Preprint
- Aesthetics++: Refining Graphic Designs by Exploring Design Principles and Human Preference
  
  Wenyuan Kong, Zhaoyun Jiang, Shizhao Sun, Zhuoning Guo, Weiwei Cui, Ting Liu, Jian-Guang Lou, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | February 2022
  
  Preprint
- Coarse-to-Fine Generative Modeling for Graphic Layouts
  
  Zhaoyun Jiang, Shizhao Sun, Jihua Zhu, Jian-Guang Lou, Dongmei Zhang
  
  AAAI'22 | February 2022
  
  Author's Version
- DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
  
  Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2022 | January 2022
  
  Publication Project Project
- Predictive Job Scheduling under Uncertain Constraints in Cloud Computing
  
  Hang Dong, Boshi Wang, Bo Qiao, Wenqian Xing, Chuan Luo, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Gurpreet Virdi, Thomas Moscibroda
  
  IJCAI'21 | December 2021
  
  Publication Project Project Project
- Can neural clone detection generalize to unseen functionalities?
  
  Chenyao Liu, Jian-Guang Lou, Zeqi Lin, Lijie Wen, Dongmei Zhang
  
  2021 Automated Software Engineering | November 2021
  
  Author's Version
- CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
  
  Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
  
  EMNLP 2021 | November 2021
  
  Publication
- Is a Single Model Enough? MuCoS: A Multi-Model Ensemble Learning Approach for Semantic Code Search
  
  Lun Du, Xiaozhou Shi, Yanlin Wang, Ensheng Shi, Shi Han, Dongmei Zhang
  
  Proceedings of ACM International Conference on Information and Knowledge Management (CIKM'21) | November 2021
  
  Publication
- Neuron Campaign for Initialization Guided by Information Bottleneck Theory
  
  Haitao Mao, Xu Chen, Qiang Fu, Lun Du, Shi Han, Dongmei Zhang
  
  2021 Conference on Information and Knowledge Management | November 2021
  
  Best Short Paper Award
  
  Publication
- Weakly Supervised Semantic Parsing by Learning from Mistakes
  
  Jiaqi Guo, Jian-Guang Lou, Ting Liu, Dongmei Zhang
  
  EMNLP'21 (Findings) | November 2021
  
  Publication Project
- HALO: Hierarchy-aware Fault Localization for Cloud Systems
  
  Xu Zhang, Chao Du, Yifan Li, Yong Xu, Hongyu Zhang, Si Qin, Ze Li, Qingwei Lin 林庆维, Yingnong Dang, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang
  
  SigKDD'21 Applied Data Science Track | October 2021
  
  Publication PDF Project Project
- A Mixed-Initiative Approach to Reusing Infographic Charts
  
  Weiwei Cui, Jinpeng Wang, He Huang, Yun Wang, Chin-Yew Lin, Haidong Zhang, Dongmei Zhang
  
  September 2021
  
  IEEE VIS 2021
- How Long Will it Take to Mitigate this Incident for Online Service Systems
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2021 International Symposium on Software Reliability Engineering | September 2021
  
  Best Research Paper
  
  Publication
- How Long Will it Take to Mitigate this Incident for Online Service Systems?
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  ISSRE'21 | September 2021
  
  Best Research Paper
  
  Publication Project Project
- Effective Low Capacity Status Prediction for Cloud Systems
  
  Hang Dong, Si Qin, Yong Xu, Bo Qiao, Shandan Zhou, Xian Yang, Chuan Luo, Pu Zhao, Qingwei Lin 林庆维, Hongyu Zhang, Abulikemu Abuduweili, Sanjay Ramanujan, Karthikeyan Subramanian, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang, Thomas Moscibroda
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Intelligent container reallocation at Microsoft 365
  
  Bo Qiao, Fangkai Yang, Chuan Luo, Yanan Wang, Johnny Li, Qingwei Lin 林庆维, Hongyu Zhang, Mohit Datta, Andrew Zhou, Thomas Moscibroda, Saravanakumar Rajmohan, Dongmei Zhang
  
  2021 Foundations of Software Engineering | August 2021
  
  DOI Project Project
- Onion: Identifying Incident-indicating Logs for Cloud Systems
  
  Xu Zhang, Yong Xu, Si Qin, Shilin He, Bo Qiao, Ze Li, Hongyu Zhang, Xukun Li, Yingnong Dang, Qingwei Lin 林庆维, Murali Chintalapati, Saravanakumar Rajmohan, Dongmei Zhang
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Table2Charts: Recommending Charts by Learning Shared Table Representations
  
  Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
  
  The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
  
  PDF DOI Project
- TabularNet: A Neural Network Architecture for Understanding Semantic Structures of Tabular Data
  
  Lun Du, Fei Gao, Xu Chen, Ran Jia (raji), Junshan Wang, Jiang Zhang, Shi Han, Dongmei Zhang
  
  Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD'21) | August 2021
  
  Publication
- Fighting the Fog of War: Automated Incident Detection for Cloud Systems
  
  Liqun Li, Xu Zhang, Xin Zhao, Hongyu Zhang, Yu Kang, Pu Zhao, Bo Qiao, Shilin He, Pochian Lee, Jeffrey Sun, Feng Gao, Li Yang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Zhangwei Xu, Dongmei Zhang
  
  2021 USENIX Annual Technical Conference (USENIX ATC'21) | August 2021
  
  Publication Project Project
- Keep the Structure: A Latent Shift-Reduce Parser for Semantic Parsing
  
  Yuntao LI, Bei Chen, Qian LIU, Yan Gao, Jian-Guang Lou, Yan ZHANG, Dongmei Zhang
  
  IJCAI'21 | August 2021
  
  Publication Project
- TUTA: Tree-based Transformers for Generally Structured Table Pre-training
  
  Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)
  
  KDD | August 2021
  
  Publication Project
- On the Evaluation of Commit Message Generation Models: An Experimental Study
  
  Wei Tao, Yanlin Wang, Ensheng Shi, Lun Du, Shi Han, Hongyu Zhang, Dongmei Zhang, Wenqiang Zhang
  
  Proceedings of IEEE International Conference on Software Maintenance and Evolution (ICSME '21) | July 2021
  
  Publication
- AI4VIS: Survey on Artificial Intelligence Approaches for Data Visualization
  
  Aoyu Wu, Yun Wang, Xinhuan Shu, Dominik Moritz, Weiwei Cui, Haidong Zhang, Dongmei Zhang, Huamin Qu
  
  IEEE Transactions on Visualization and Computer Graphics (Early Access) | July 2021
  
  Publication Publication
- Learning Algebraic Recombination for Compositional Generalization
  
  Chenyao Liu, Shengnan An, Zeqi Lin, Qian Liu, Bei Chen, Jian-Guang Lou, Lijie Wen, Nanning Zheng, Dongmei Zhang
  
  ACL-IJCNLP 2021 (findings) | July 2021
  
  Publication Project
- Semantic Table Structure Identification in Spreadsheets
  
  Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan
  
  ISSTA | July 2021
  
  Author's Version Project
- MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis
  
  Pingchuan Ma, Rui Ding, Shi Han, Dongmei Zhang
  
  ACM SIGMOD International Conference on Management of Data | June 2021
  
  Publication Author's Version Project Project
- Animated Presentation of Static Infographics with InfoMotion
  
  Yun Wang, Yi Gao, Ray Huang, Weiwei Cui, Haidong Zhang, Dongmei Zhang
  
  Computer Graphics Forum | June 2021
  
  Publication Project
- Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective
  
  Lun Du, Xu Chen, Fei Gao, Qiang Fu, Kunqing Xie, Shi Han, Dongmei Zhang
  
  Proceedings of International Conference on Web Search and Data Mining (WSDM'22) | May 2021
  
  Preprint Publication
- F3: Fault Forecasting Framework for Cloud Systems
  
  Pu Zhao, Chuan Luo, Bo Qiao, Youjiang Wu, Yingnong Dang, Murali Chintalapati, Susy Yi, Paul Wang, Andrew Zhou, Saravanakumar Rajmohan, Qingwei Lin, Dongmei Zhang
  
  May 2021
  
  Publication Project
- Returning to the Office During the COVID-19 Pandemic Recovery: Early Indicators from China
  
  Yun Wang, Ying Liu, Weiwei Cui, John Tang, Haidong Zhang, Doug Walston, Dongmei Zhang
  
  Extended Abstracts of the CHI 2021 Conference on Human Factors in Computing Systems | May 2021
  
  Publication Project Project
- LibDB: An Effective and Efficient Framework for Detecting Third-Party Libraries in Binaries
  
  Wei Tang, Yanlin Wang, Hongyu Zhang, Shi Han, Ping Luo, Dongmei Zhang
  
  ICSE 2022 | April 2021
  
  Publication Publication
- Iterative Utterance Segmentation for Neural Semantic Parsing
  
  Yinuo GUO, Zeqi Lin, Jian-Guang Lou, Dongmei Zhang
  
  AAAI'21 | February 2021
  
  Author's Version Project
- Revisiting Iterative Back-Translation from the Perspective of Compositional Generalization
  
  Yinuo GUO, Hualei ZHU, Zeqi Lin, Bei Chen, Jian-Guang Lou, Dongmei Zhang
  
  AAAI'21 | February 2021
  
  Author's Version Project
- Retrieve-Then-Adapt: Example-based Automatic Generation for Proportion-related Infographics
  
  Chunyao Qian, Shizhao Sun, Weiwei Cui, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | January 2021, Vol 27(2): pp. 443-452
  
  DOI Publication Publication Publication
- How Incidental are the Incidents? Characterizing and Prioritizing Incidents for Large-Scale Online Service Systems
  
  Junjie Chen, Shu Zhang, Xiaoting He, Qingwei Lin 林庆维, Hongyu Zhang, Dan Hao, Yu Kang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Automated Software Engineering | December 2020
  
  DOI Project
- Efficient incident identification from multi-dimensional issue reports via meta-heuristic search
  
  Jiazhen Gu, Chuan Luo, Si Qin, Bo Qiao, Qingwei Lin 林庆维, Hongyu Zhang, Ze Li, Yingnong Dang, Shaowei Cai, Wei Wu, Yangfan Zhou, Murali Chintalapati, Dongmei Zhang
  
  ESEC/FSE'20 | November 2020
  
  DOI Publication Project
- How to mitigate the incident? an effective troubleshooting guide recommendation technique for online service systems.
  
  Jiajun Jiang, Weihai Lu, Junjie Chen, Qingwei Lin 林庆维, Pu Zhao, Yu Kang, Hongyu Zhang, Yingfei Xiong, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- Identifying linked incidents in large-scale online service systems
  
  Yujun Chen, Xian Yang, Hang Dong, Xiaoting He, Hongyu Zhang, Qingwei Lin 林庆维, Junjie Chen, Pu Zhao, Yu Kang, Feng Gao, Zhangwei Xu, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  Publication DOI
- Towards intelligent incident management: why we need it and how we make it
  
  Zhuangbin Chen, Yu Kang, Liqun Li, Xu Zhang, Hongyu Zhang, Hui Xu, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Yingnong Dang, Feng Gao, Pu Zhao, Bo Qiao, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- Chartem: Reviving Chart Images with Data Embedding
  
  Jiayun Fu, Bin Benjamin Zhu, Weiwei Cui, Song Ge, Yun Wang, Haidong Zhang, Ray Huang, Yuanyuan Tang, Dongmei Zhang, Xiaojing Ma
  
  IEEE Transactions on Visualization and Computer Graphics | November 2020
  
  Publication
- Compositional Generalization by Learning Analytical Expressions
  
  Qian Liu, Shengnan An, Jian-Guang Lou, Bei Chen, Zeqi Lin, Yan Gao, Bin Zhou, Nanning Zheng, Dongmei Zhang
  
  NeurIPS 2020 (spotlight paper) | November 2020
  
  Publication Project
- Efficient Customer Incident Triage via Linking with System Incidents
  
  Jiazhen Gu, Jiaqi Wen, Zijian Wang, Pu Zhao, Chuan Luo, Yu Kang, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Bo Qiao, Liqun Li, Qingwei Lin, Dongmei Zhang
  
  The 28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'20 Industry) | November 2020
  
  DOI
- Hierarchical Poset Decoding for Compositional Generalization in Language
  
  Yinuo GUO, Zeqi Lin, Jian-Guang Lou, Dongmei Zhang
  
  NeurIPS'20 | November 2020
  
  Publication Project
- Incomplete Utterance Rewriting as Semantic Segmentation
  
  Qian LIU, Bei Chen, Jian-Guang Lou, Bin ZHOU, Dongmei Zhang
  
  EMNLP'20 (full paper) | November 2020
  
  Publication Project
- “What Do You Mean by That?” A Parser-Independent Interactive Approach for Enhancing Text-to-SQL
  
  Yuntao LI, Bei Chen, Qian LIU, Yan Gao, Jian-Guang Lou, Dongmei Zhang
  
  EMNLP'20 (full paper) | November 2020
  
  Author's Version Project
- Structure-aware Pre-training for Table Understanding with Tree-based Transformers
  
  Zhiruo Wang, Haoyu Dong, Ran Jia, Jia Li, Zhiyi Fu, Shi Han, Dongmei Zhang
  
  arXiv | October 2020
  
  Publication Project
- Neural Formatting for Spreadsheet Tables
  
  Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  CIKM'20 (among five best paper nominees in full research track) | October 2020
  
  DOI Project
- Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture
  
  Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang
  
  CIKM'20 (applied research track) | October 2020
  
  DOI Project
- Retrieve-Then-Adapt: Example-based Automatic Generation for Proportion-related Infographics
  
  Chunyao Qian, Shizhao Sun, Weiwei Cui, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE VIS 2020 | October 2020
  
  Publication
- Practices around Working from Home and Early Indicators on Returning to Work after the COVID-19 Pandemic: Data from Microsoft China
  
  Yun Wang, Ying Liu, Weiwei Cui, John Tang, Haidong Zhang, Doug Walston, Dongmei Zhang
  
  August 2020
  
  Publication Project Project
- How Far are We from Effective Context Modeling? An Exploratory Study on Semantic Parsing in Context
  
  Qian Liu, Jiaqi Guo, Bei Chen, Jian-Guang Lou, Bin Zhou, Dongmei Zhang
  
  IJCAI2020 | July 2020
  
  Publication Project
- RECPARSER: A Recursive Semantic Parsing Framework for Text-to-SQL Task
  
  Yu Zeng, Yan Gao, Jiaqi Guo, Bei Chen, Qian Liu, Jian-Guang Lou, Fei Teng, Dongmei Zhang
  
  IJCAI 2020 | July 2020
  
  Author's Version Project
- You Impress Me: Dialogue Generation via Mutual Persona Perception
  
  Qian Liu, Yihong Chen, Bei Chen, Jian-Guang Lou, Zixuan Chen, Bin Zhou, Dongmei Zhang
  
  ACL 2020 | July 2020
  
  Publication PDF
- CoCoGUM: Contextual Code Summarization with Multi-Relational GNN on UMLs
  
  Yanlin Wang, Lun Du, Ensheng Shi, Yuxuan Hu, Shi Han, Dongmei Zhang
  
  MSR-TR-2020-16 | May 2020
  
  Published by Microsoft
  
  Publication
- Reliable and Efficient Anytime Skeleton Learning
  
  Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  To appear in proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI'20) | February 2020
  
  Publication Project
- Reliable and Efficient Anytime Skeleton Learning
  
  Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  Thirty-Fourth AAAI Conference on Artificial Intelligence | February 2020
  
  Publication
- Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data
  
  Mengyu Zhou, Tao Wang, Pengxin Ji, Shi Han, Dongmei Zhang
  
  The 34th AAAI Conference on Artificial Intelligence (AAAI '20) | February 2020
  
  PDF Project
- Prediction-Guided Design for Software Systems
  
  Si Qin, Yong Xu, Shandan Zhou, Qingwei Lin 林庆维, Hongyu Zhang, Saurabh Agarwal, Karthikeyan Subramanian, Eli Cortez, John Miller, Chris Cowdery, Shanti Kemburu, Dongmei Zhang, Thomas Moscibroda
  
  Cloud Intelligence Workshop, AAAI 2020 | January 2020
  
  Publication
- Data-Anonymous Encoding for Text-to-SQL Generation
  
  Zhen Dong, Shizhao Sun, Hongzhi Liu, Jian-Guang Lou, Dongmei Zhang
  
  2019 Empirical Methods in Natural Language Processing | December 2019
  
  DOI PDF
- Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture
  
  Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019
  
  Publication Project
- A Split-and-Recombine Approach for Follow-up Query Analysis
  
  Qian LIU, Bei Chen, Haoyan LIU, Jian-Guang Lou, Lei Fang, Bin ZHOU, Dongmei Zhang
  
  EMNLP | November 2019
  
  Publication Project
- Data-Anonymous Encoding for Text-to-SQL Generation
  
  Zhen DONG, Shizhao SUN, Hongzhi LIU, Jian-Guang Lou, Dongmei Zhang
  
  EMNLP | November 2019
  
  Publication Project
- DataShot: Automatic Generation of Fact Sheets from Tabular Data
  
  Yun Wang, Zhida Sun (intern), Haidong Zhang, Weiwei Cui, Ke Xu (intern), Xiaojuan Ma, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2019
  
  Publication
- Text-to-Viz: Automatic Generation of Infographics from Proportion-Related Natural Language Statements
  
  Weiwei Cui, Xiaoyu Zhang, Yun Wang, Ray Huang, Bei Chen, Lei Fang, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2019
  
  Publication Project
- Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation
  
  Jiaqi GUO, Zecheng Zhan, Yan GAO, Yan XIAO, Jian-Guang Lou, Ting LIU, Dongmei Zhang
  
  ACL19 | August 2019
  
  Publication
- Cross-dataset time series anomaly detection for cloud systems
  
  Xu Zhang, Qingwei Lin 林庆维, Yong Xu, Si Qin, Hongyu Zhang, Bo Qiao, Yingnong Dang, Xinsheng Yang, Qian Cheng, Murali Chintalapati, Youjiang Wu, Ken Hsieh, Kaixin Sui, Xin Meng, Yaohai Xu, Wenchi Zhang, Furao Shen, Dongmei Zhang
  
  USENIX ATC'19 | July 2019
  
  PDF Publication
- QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data
  
  Rui Ding, Shi Han, Yong Xu, Haidong Zhang, Dongmei Zhang
  
  Proceedings of the 2019 ACM International Conference on Management of Data (SIGMOD'19 industrial track) | June 2019
  
  Publication DOI Project
- An Empirical Investigation of Incident Triage for Online Service Systems
  
  Junjie Chen, Qingwei Lin, ...
  
  ICSE‘19, Software Engineering In Practice | May 2019
  
  Publication
- Outage Prediction and Diagnosis for Cloud Service Systems
  
  Yujun Chen, Xian Yang, Qingwei Lin 林庆维, Hongyu Zhang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang, Hang Dong, Yong Xu, Hao Li, Yu Kang
  
  2019 The Web Conference | May 2019
  
  PDF DOI
- FANDA: A Novel Approach to Perform Follow-up Query Analysis
  
  Qian LIU, Bei Chen, Jian-Guang Lou, Ge JIN, Dongmei Zhang
  
  AAAI19 | January 2019
  
  Publication Project
- TableSense: Spreadsheet Table Detection with Convolutional Neural Networks
  
  Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang
  
  Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19) | January 2019
  
  Publication Project
- SemRegex: A Semantics-Based Approach for Generating Regular Expressions from Natural Language Specifications
  
  Zexuan Zhong, Jiaqi Guo, Wei Yang, Jian Peng, Tao Xie, Jian-Guang Lou, Ting Liu, Dongmei Zhang
  
  EMNP'18 | November 2018
  
  Publication
- Identifying Impactful Service System Problems via Log Analysis
  
  Shilin He, Qingwei Lin 林庆维, ...
  
  ESEC/FSE 2018 | November 2018
  
  Publication
- Predicting Node Failure in Cloud Service Systems
  
  Qingwei Lin 林庆维, ...
  
  ESEC/FSE 2018 | November 2018
  
  Publication
- Automated Refactoring of Nested-IF Formulae in Spreadsheets
  
  Jie Zhang, Shi Han, Dan Hao, Lu Zhang, Dongmei Zhang
  
  Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'18 industrial track) | November 2018
  
  Author's Version DOI Project
- BigIN4: Instant, Interactive Insight Identification for Multi-Dimensional Big Data
  
  Qingwei Lin 林庆维, weichen Ke, ...
  
  SigKDD 2018 | August 2018
  
  Publication
- Improving Service Availability of Cloud Systems by Predicting Disk Error
  
  Yong Xu, ..., Qingwei Lin, ...
  
  USENIX ATC 2018 | July 2018
  
  Publication
- Systematically Ensuring The Confidence of Real Time Home Automation IoT Systems
  
  Lei Bu, Wen Xiong, Chieh-Jan Mike Liang, Shi Han, Shan Lin, Dongmei Zhang, Xuandong Li
  
  TCPS (ACM Transactions on Cyber-Physical Systems) | June 2018
  
  Publication
- InfoNice: Easy Creation of Information Graphics
  
  Yun Wang, Haidong Zhang, Ray Huang, Xi Chen, Qiufeng Yin, Zhitao Hou, Dongmei Zhang, Qiong Luo, Huamin Qu
  
  ACM CHI Conference on Human Factors in Computing Systems | April 2018
  
  Publication
- Experience report on applying software analytics in incident management of online service
  
  Jian-Guang Lou, Qingwei Lin 林庆维, ...
  
  Automated Software Engineering | December 2017, Vol 24: pp. 905-941
  
  Publication
- Systematically Debugging IoT Control System Correctness for Building Automation
  
  Chieh-Jan Mike Liang, Lei Bu, Zhao Lucis Li, Junbei Zhang, Shi Han, Börje F. Karlsson, Dongmei Zhang, Feng Zhao
  
  BuildSys (ACM Conference on Systems for Energy-Efficient Built Environments) | November 2016
  
  Publication
- iDice: Problem Identification for Emerging Issues
  
  Qingwei Lin 林庆维, Jian-Guang Lou, Hongyu Zhang, Dongmei Zhang
  
  ICSE 2016 | January 2016
  
  Publication
- YADING: Fast Clustering of Large-Scale Time Series Data
  
  Rui Ding, Qiang Wang, Qiang Wang, Yingnong Dang, Qiang Fu, Haidong Zhang, Dongmei Zhang, Rui Ding
  
  September 2015
  
  Publication
- CodeHow: Effective Code Search based on API Understanding and Extended Boolean Model
  
  Fei LV, hongyu zhang, Jian-Guang Lou, Shaowei WANG, Dongmei Zhang, Jianjun ZHAO, jianjun zhao
  
  Automated Software Engineering (ASE2015) | August 2015
  
  Author's Version
- Log2: A Cost-Aware Logging Mechanism for Performance Diagnosis
  
  Rui Ding, ..., Qingwei Lin 林庆维, ...
  
  USENIX ATC | July 2015
  
  Publication
- Correlating Events with Time Series for Incident Diagnosis
  
  Chen Luo, Jian-Guang Lou, Qingwei Lin 林庆维, Qiang Fu, Justin Ding, Dongmei Zhang, Zhe Wang
  
  SigKDD'14 | July 2014
  
  Publication
- Identifying Recurrent and Unknown Performance Issues
  
  Jian-Guang LOU, Meng-Hui Lim, Jian-Guang LOU, Qingwei Lin 林庆维, ...
  
  ICDM | July 2014
  
  Publication
- Mining Historical Issue Repositories to Heal Large-Scale Online Service Systems
  
  Rui Ding, ..., Qingwei Lin 林庆维, ...
  
  DSN | July 2014
  
  Publication
- Where Do Developers Log? An Empirical Study on Logging Practices in Industry
  
  Qiang Fu, ..., Qingwei Lin 林庆维, ...
  
  ICSE 2014 | July 2014
  
  Publication
- Software Analytics for Incident Management of Online Services: An Experience Report
  
  Jian-Guang Lou, Qingwei Lin 林庆维, ...
  
  ASE | November 2013
  
  Publication
- Contextual Analysis of Program Logs for Understanding System Behaviors
  
  Qiang Fu, ..., Qingwei Lin 林庆维, ...
  
  ... | July 2013
  
  Publication
- “Can I Clone This Piece of Code Here?”
  
  Xiaoyin Wang, Yingnong Dang, Lu Zhang, Dongmei Zhang, Erica Lan, Hong Mei
  
  27th IEEE/ACM International Conference on Automated Software Engineering | September 2012
  
  Publication
- Healing Online Service Systems via Mining Historical Issue Repositories
  
  Rui Ding, ..., Qingwei Lin 林庆维, ...
  
  ASE 2012 | July 2012
  
  Publication
- Performance Issue Diagnosis for Online Service Systems
  
  Qiang Fu, ..., Qingwei Lin 林庆维, ...
  
  the 31st International Symposium on Reliable Distributed Systems (SRDS'12) | January 2012
  
  Publication
- Code Clone Detection Experience at Microsoft
  
  Yingnong Dang, Dongmei Zhang
  
  Proceedings of the 5th International Workshop on Software Clones | May 2011
  
  Publication

- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents
  
  Qianhui Wu, Kanzhi Cheng, Rui Yang, Chaoyun Zhang, Jianwei Yang, Huiqiang Jiang, Jian Mu, Baolin Peng, Bo Qiao, Reuben Tan, Si Qin, Lars Liden, Qingwei Lin 林庆维, Huan Zhang, Tong Zhang, Jianbing Zhang, Dongmei Zhang, Jianfeng Gao
  
  ArXiv | June 2025
  
  Publication Project
- Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
  
  Yuanmin Tang, Xiaoting Qin, Jue Zhang, Jing Yu, Gaopeng Gou, Gang Xiong, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Wu
  
  CVPR'25 | June 2025
  
  Preprint
- ProtoRAIL: A Risk-cognizant Imitation Agent for Adaptive vCPU Oversubscription In The Cloud
  
  Lu Wang, Mayukh Das, Fangkai Yang, Bo Qiao, Hang Dong, Si Qin, Victor Ruehle, Chetan Bansal, Eli Cortez, Íñigo Goiri, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  MLSys'25 | May 2025
  
  Publication
- Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal Learning
  
  Jiaru Zhang, Rui Ding, Qiang Fu, Huang Bojun, Zizhen Deng, Yang Hua, Haibing Guan, Shi Han, Dongmei Zhang
  
  Artificial Intelligence and Statistics 2025 | May 2025
  
  Publication
- AllHands: Ask Me Anything on Large-scale Verbatim Feedback via Large Language Models
  
  Chaoyun Zhang, Zicheng Ma, Yuhao Wu, Shilin He, Si Qin, Minghua Ma, Xiaoting Qin, Yu Kang, Yuyi Liang, Xiaoyu Gou, Yajie Xue, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  ICDE'25 | May 2025
  
  Preprint
- RuAG: Learned-rule-augmented Generation for Large Language Models
  
  Yudi Zhang, Pei Xiao, Lu Wang, Chaoyun Zhang, Meng Fang, Yali Du, Yevgeniy Puzyrev, Randolph Yao, Si Qin, Qingwei Lin 林庆维, Mykola Pechenizkiy, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  ICLR'25 | April 2025
  
  Publication
- UFO: A UI-Focused Agent for Windows OS Interaction
  
  Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  NAACL'25 | April 2025
  
  Publication
- MEETING DELEGATE: Benchmarking LLMs on Attending Meetings on Our Behalf
  
  Lingxiang Hu, Shurun Yuan, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  February 2025
  
  Publication
- Enabling Autonomic Microservice Management through Self-Learning Agents
  
  Fenglin Yu, Fangkai Yang, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Hongyu Zhang, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  January 2025
  
  Preprint
- Sharingan: Extract user action sequence from desktop recordings
  
  Yanting Chen, Yi Ren, Xiaoting Qin, Jue Zhang, Kehong Yuan, Lu Han, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  November 2024
  
  Preprint
- CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing
  
  Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint
- PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning
  
  Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint
- AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation
  
  Jia Fu, Xiaoting Qin, Fangkai Yang, Lu Wang, Jue Zhang, Qingwei Lin 林庆维, Yubo Chen, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  EMNLP'24 | November 2024
  
  Preprint
- Navigating the Unknown: A Chat-Based Collaborative Interface for Personalized Exploratory Tasks
  
  Yingzhe Peng, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Xu Yang, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  IUI'25 | October 2024
  
  Publication
- COIN: Chance-Constrained Imitation Learning for Safe and Adaptive Resource Oversubscription under Uncertainty
  
  Lu Wang, Mayukh Das, Fangkai Yang, Chao Du, Bo Qiao, Hang Dong, Chetan Bansal, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Qi Zhang
  
  CIKM'24 | October 2024
  
  PDF
- FXAM: A unified and fast interpretable model for predictive analytics
  
  Yuanyuan Jiang, Rui Ding, Tianchi Qiao, Yunan Zhu, Shi Han, Dongmei Zhang
  
  Expert Systems with Applications | October 2024, Vol 252
  
  Publication
- AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure
  
  Xi Chen, Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Chao Du, Xi Cheng, Hangxin Liu, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  September 2024
  
  Preprint
- Scalable Differentiable Causal Discovery in the Presence of Latent Confounders with Skeleton Posterior
  
  Pingchuan Ma, Rui Ding, Qiang Fu, Jiaru Zhang, Shuai Wang, Shi Han, Dongmei Zhang
  
  2024 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining | August 2024
  
  Publication
- Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments
  
  Sitao Cheng, Ziyuan Zhuang, Yong Xu, Fangkai Yang, Chaoyun Zhang, Xiaoting Qin, Xiang Huang, Ling Chen, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  ACL 2024 | August 2024
  
  Publication
- Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation
  
  Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Minghua Ma, Wei Zhang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ACL'24 Findings | August 2024
  
  Publication
- MonitorAssistant: Simplifying Cloud Service Monitoring via Large Language Models
  
  Zhaoyang Yu, Minghua Ma, Chaoyun Zhang, Si Qin, Yu Kang, Chetan Bansal, Saravan Rajmohan, Yingnong Dang, Changhua Pei, Dan Pei, Qingwei Lin 林庆维, Dongmei Zhang
  
  Foundations of Software Engineering (FSE) | July 2024
  
  DOI Publication
- MonitorAssistant: Simplifying Cloud Service Monitoring via Large Language Models
  
  Zhaoyang Yu, Minghua Ma, Chaoyun Zhang, Si Qin, Yu Kang, Chetan Bansal, Saravan Rajmohan, Yingnong Dang, Changhua Pei, Dan Pei, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE'24 Industry Track | July 2024
  
  Publication Publication
- The Vision of Autonomic Computing: Can LLMs Make It a Reality?
  
  Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Gong Cheng, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  July 2024
  
  Preprint
- Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks
  
  Peng Li, Yeye He, Dror Yashar, Weiwei Cui, Song Ge, Haidong Zhang, Danielle Rifinski Fainman, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2024 | June 2024
  
  Publication
- Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations
  
  Sibei Chen, Yeye He, Weiwei Cui, Ju Fan, Song Ge, Haidong Zhang, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2024 | June 2024
  
  Publication
- Automatic Root Cause Analysis via Large Language Models for Cloud Incidents
  
  Yinfang Chen, Huaibing Xie, Minghua Ma, Yu Kang, Xin Gao, Liu Shi, Yunjie Cao, Xue‐Chao Gao, Hao Fan, Ming Wen, Jun Zeng, Supriyo GHOSH, Xuchao Zhang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  EuroSys'24 | April 2024
  
  Publication
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint Project
- Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study
  
  Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang
  
  The 17th ACM International Conference on Web Search and Data Mining (WSDM '24) | March 2024
  
  PDF Preprint Project
- Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries
  
  Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 38th Annual AAAI Conference on Artificial Intelligence (AAAI '24) | February 2024
  
  PDF Preprint Project
- Xpert: Empowering Incident Management with Query Recommendations via Large Language Models
  
  Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE'24 | February 2024
  
  Publication Project Project
- UniLog: Automatic Logging via LLM and In-Context Learning
  
  Junjielong Xu, Ziang Cui, Yuan Zhao, Xu Zhang, Shilin He, Pinjia He, Liqun Li, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  ICSE 2024 | February 2024
  
  Publication Project Project
- TaskWeaver: A Code-First Agent Framework
  
  Bo Qiao, Liqun Li, Xu Zhang, Shilin He, Yu Kang, Chaoyun Zhang, Fangkai Yang, Hang Dong, Jue Zhang, Lu Wang, Minghua Ma, Pu Zhao, Si Qin, Xiaoting Qin, Chao Du, Yong Xu, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  December 2023
  
  Publication
- Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation
  
  Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Minghua Ma, Wei Zhang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ArXiv | November 2023, Vol abs/2311.04254
  
  DOI Publication Publication
- STEAM: Observability-Preserving Trace Sampling
  
  Shilin He, Botao Feng, Liqun Li, Xu Zhang, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  Publication Project Project
- Assess and Summarize: Improve Outage Understanding with Large Language Models
  
  Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  DOI Publication Publication Project Project
- CoCoAST: Representing Source Code via Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
  
  Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
  
  Empirical Software Engineering | October 2023
  
  DOI
- A Parse-Then-Place Approach for Generating Graphic Layouts from Textual Descriptions
  
  Jiawei Lin, Jiaqi Guo, Shizhao Sun, Weijiang Xu, Ting Liu, Jian-Guang Lou, Dongmei Zhang
  
  ICCV 2023 | October 2023
  
  Publication Author's Version
- Conservative State Value Estimation for Offline Reinforcement Learning
  
  Liting Chen, Jie Yan, Zhengdao Shao, Lu Wang, Qingwei Lin 林庆维, Dongmei Zhang
  
  NeurIPS 2023 | October 2023
  
  DOI Publication PDF
- Contextual Self-attentive Temporal Point Process for Physical Decommissioning Prediction of Cloud Assets
  
  Fangkai Yang, Jue Zhang, Lu Wang, Bo Qiao, Di Weng, Xiaoting Qin, Gregory Weber, Durgesh Nandini Das, Srinivasan Rakhunathan, Ranganathan Srikanth, Qingwei Lin 林庆维, Dongmei Zhang
  
  2023 Knowledge Discovery and Data Mining | August 2023
  
  Publication
- HermEs: Interactive Spreadsheet Formula Prediction via Hierarchical Formulet Expansion
  
  Wanrong He, Haoyu Dong, Yihuai Gao, Zhichao Fan, Xingzhuo Guo, Zhitao Hou, Xiao Lv, Ran Jia, Shi Han, Dongmei Zhang
  
  ACL 2023 MainTrack | July 2023
  
  Publication
- XInsight: eXplainable Data Analysis Through The Lens of Causality
  
  Pingchuan Ma, Rui Ding, Shuai Wang, Shi Han, Dongmei Zhang
  
  2023 International Conference on Management of Data | June 2023
  
  Publication
- How Do In-Context Examples Affect Compositional Generalization?
  
  Shengnan An, Zeqi Lin, Qiang Fu, Bei Chen, Nanning Zheng, Jian-Guang Lou, Dongmei Zhang
  
  ACL 2023 | June 2023
  
  Publication
- AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks
  
  Xinyi He, Mengyu Zhou, Mingjie Zhou, Jialiang Xu, Xiao Lv, Tianle Li, Yijia Shao, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 61st Annual Meeting of the Association for Computational Linguistics (ACL '23) | May 2023
  
  PDF Preprint Project
- Incident-aware Duplicate Ticket Aggregation for Cloud Systems
  
  Jinyang Liu, Shilin He, Zhuangbin Chen, Liqun Li, Yu Kang, Xu Zhang, Pinjia He, Hongyu Zhang, Qingwei Lin 林庆维, Zhangwei Xu, Saravan Rajmohan, Dongmei Zhang, Michael R. Lyu
  
  ICSE 2023 | May 2023
  
  DOI Publication PDF Project Project
- CASR: Generating Complex Sequences with Autoregressive Self-Boost Refinement
  
  Hongwei Han, Mengyu Zhou, Shi Han, Xiu Li, Dongmei Zhang
  
  The Eleventh International Conference on Learning Representations (ICLR '23) | May 2023
  
  PDF Publication
- CONAN: Diagnosing Batch Failures for Cloud Systems
  
  Liqun Li, Xu Zhang, Shilin He, Yu Kang, Hongyu Zhang, Minghua Ma, Yingnong Dang, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2023 SEIP | May 2023
  
  Publication Project
- Homophily-oriented Heterogeneous Graph Rewiring
  
  Jiayan Guo, Lun Du, Wendong Bi, Qiang Fu, Xiaojun Ma, Xu Chen, Shi Han, Dongmei Zhang, Yan Zhang
  
  The Web Conference (WWW'23) | April 2023
  
  Preprint
- Robust Mid-Pass Filtering Graph Convolutional Networks
  
  Jincheng Huang, Lun Du, Xu Chen, Qiang Fu, Shi Han, Dongmei Zhang
  
  The Web Conference (WWW'23) | April 2023
  
  Preprint
- ML4C: Seeing Causality Through Latent Vicinity
  
  Haoyue Dai, Rui Ding, Yuanyuan Jiang, Shi Han, Dongmei Zhang
  
  2023 SIAM International Conference on Data Mining | April 2023
  
  Publication
- Learning Cooperative Oversubscription for Cloud by Chance-Constrained Multi-Agent Reinforcement Learning
  
  Junjie Sheng, Lu Wang, Fangkai Yang, Bo Qiao, Hang Dong, Xiangfeng Wang, Bo Jin, Jun Wang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW '23 | April 2023
  
  DOI
- Multi-Agent Reinforcement Learning with Shared Policy for Cloud Quota Management Problem
  
  Tong Cheng, Hang Dong, Lu Wang, Bo Qiao, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Thomas Moscibroda
  
  WWW'23 Companion | April 2023
  
  Publication
- Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems
  
  Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information
  
  Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- Neuron with Steady Response Leads to Better Generalization
  
  Qiang Fu, Lun Du, Haitao Mao, Xu Chen, Wei Fang, Shi Han, Dongmei Zhang
  
  Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS'22) | December 2022
  
  Preprint
- pureGAM: Learning an Inherently Pure Additive Model
  
  Xingzhi Sun, Ziyu Wang, Rui Ding, Shi Han, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication
- ML4S: Learning Causal Skeleton from Vicinal Graphs
  
  Pingchuan Ma, Rui Ding, Haoyue Dai, Yuanyuan Jiang, Shuai Wang, Shi Han, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication
- NENYA: Cascade Reinforcement Learning for Cost-Aware Failure Mitigation at Microsoft 365
  
  Lu Wang, Pu Zhao, Chao Du, Chuan Luo, Mengna Su, Fangkai Yang, Yudong Liu, Qingwei Lin 林庆维, Min Wang, Yingnong Dang, Hongyu Zhang, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication Project Project
- SPINE: A Scalable Log Parser with Feedback Guidance
  
  Xuheng Wang, Xu Zhang, Liqun Li, Shilin He, Hongyu Zhang, Yudong Liu, Lingling Zheng, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  2022 Foundations of Software Engineering (FSE) | July 2022
  
  SIGSOFT Distinguished Paper Award
  
  Publication Project Project
- Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
  
  Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
  
  IJCAI'2022 SURVEY TRACK | July 2022
  
  Project
- An Intelligent Framework for Timely, Accurate, and Comprehensive Cloud Incident Detection
  
  Yichen Li, Xu Zhang, Shilin He, Zhuangbin Chen, Yu Kang, Jinyang Liu, Liqun Li, Yingnong Dang, Feng Gao, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  ACM SIGOPS Operating Systems Review | June 2022, Vol 56(1): pp. 1-7
  
  DOI Project Project
- PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation
  
  Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang
  
  EMNLP'22 Main Track | May 2022
  
  Publication
- TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data
  
  Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Shi Han, Dongmei Zhang
  
  EMNLP'22 Oral Main Track | May 2022
  
  Publication
- Testing Machine Learning Systems in Industry: An Empirical Study
  
  Shuyue Li, Jiaqi Guo, Jian-Guang Lou, Ming Fan, Ting Liu, Dongmei Zhang
  
  ICSE 2022 | May 2022
  
  Publication
- FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining
  
  Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang
  
  ACL 2022 Main Track | May 2022
  
  Publication Project
- HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
  
  Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
  
  ACL 2022 Main Track | May 2022
  
  Publication Project
- GBK-GNN: Gated Bi-Kernel Graph Neural Networks for Modeling Both Homophily and Heterophily
  
  Lun Du, Xiaozhou Shi, Qiang Fu, Xiaojun Ma, Hengyu Liu, Shi Han, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  Publication
- Spot Virtual Machine Eviction Prediction in Microsoft Cloud
  
  Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW'22 Companion | April 2022
  
  Publication
- UniParser: A Unified Log Parser for Heterogeneous Log Data
  
  Yudong Liu, Xu Zhang, Shilin He, Hongyu Zhang, Liqun Li, Yu Kang, Yong Xu, Minghua Ma, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  DOI Project Project
- GridBook: Natural Language Formulas for the Spreadsheet Grid
  
  Sruti Srinivasa Ragavan, Zhitao Hou, Yun Wang, Andy Gordon, Haidong Zhang, Dongmei Zhang
  
  International Conference on Intelligent User Interfaces | March 2022
  
  Publication Project Project
- On the Evaluation of Neural Code Summarization
  
  Ensheng Shi, Yanlin Wang, Lun Du, Junjie Chen, Shi Han, Hongyu Zhang, Dongmei Zhang, Hongbin Sun
  
  International Conference on Software Engineering (ICSE'22) | February 2022
  
  Preprint
- Aesthetics++: Refining Graphic Designs by Exploring Design Principles and Human Preference
  
  Wenyuan Kong, Zhaoyun Jiang, Shizhao Sun, Zhuoning Guo, Weiwei Cui, Ting Liu, Jian-Guang Lou, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | February 2022
  
  Preprint
- Coarse-to-Fine Generative Modeling for Graphic Layouts
  
  Zhaoyun Jiang, Shizhao Sun, Jihua Zhu, Jian-Guang Lou, Dongmei Zhang
  
  AAAI'22 | February 2022
  
  Author's Version
- DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
  
  Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2022 | January 2022
  
  Publication Project Project
- Predictive Job Scheduling under Uncertain Constraints in Cloud Computing
  
  Hang Dong, Boshi Wang, Bo Qiao, Wenqian Xing, Chuan Luo, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Gurpreet Virdi, Thomas Moscibroda
  
  IJCAI'21 | December 2021
  
  Publication Project Project Project
- Weakly Supervised Semantic Parsing by Learning from Mistakes
  
  Jiaqi Guo, Jian-Guang Lou, Ting Liu, Dongmei Zhang
  
  EMNLP'21 (Findings) | November 2021
  
  Publication Project
- CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
  
  Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
  
  EMNLP 2021 | November 2021
  
  Publication
- Is a Single Model Enough? MuCoS: A Multi-Model Ensemble Learning Approach for Semantic Code Search
  
  Lun Du, Xiaozhou Shi, Yanlin Wang, Ensheng Shi, Shi Han, Dongmei Zhang
  
  Proceedings of ACM International Conference on Information and Knowledge Management (CIKM'21) | November 2021
  
  Publication
- Neuron Campaign for Initialization Guided by Information Bottleneck Theory
  
  Haitao Mao, Xu Chen, Qiang Fu, Lun Du, Shi Han, Dongmei Zhang
  
  2021 Conference on Information and Knowledge Management | November 2021
  
  Best Short Paper Award
  
  Publication
- HALO: Hierarchy-aware Fault Localization for Cloud Systems
  
  Xu Zhang, Chao Du, Yifan Li, Yong Xu, Hongyu Zhang, Si Qin, Ze Li, Qingwei Lin 林庆维, Yingnong Dang, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang
  
  SigKDD'21 Applied Data Science Track | October 2021
  
  Publication PDF Project Project
- How Long Will it Take to Mitigate this Incident for Online Service Systems
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2021 International Symposium on Software Reliability Engineering | September 2021
  
  Best Research Paper
  
  Publication
- How Long Will it Take to Mitigate this Incident for Online Service Systems?
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  ISSRE'21 | September 2021
  
  Best Research Paper
  
  Publication Project Project
- Effective Low Capacity Status Prediction for Cloud Systems
  
  Hang Dong, Si Qin, Yong Xu, Bo Qiao, Shandan Zhou, Xian Yang, Chuan Luo, Pu Zhao, Qingwei Lin 林庆维, Hongyu Zhang, Abulikemu Abuduweili, Sanjay Ramanujan, Karthikeyan Subramanian, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang, Thomas Moscibroda
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Intelligent container reallocation at Microsoft 365
  
  Bo Qiao, Fangkai Yang, Chuan Luo, Yanan Wang, Johnny Li, Qingwei Lin 林庆维, Hongyu Zhang, Mohit Datta, Andrew Zhou, Thomas Moscibroda, Saravanakumar Rajmohan, Dongmei Zhang
  
  2021 Foundations of Software Engineering | August 2021
  
  DOI Project Project
- Table2Charts: Recommending Charts by Learning Shared Table Representations
  
  Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
  
  The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
  
  PDF DOI Project
- TabularNet: A Neural Network Architecture for Understanding Semantic Structures of Tabular Data
  
  Lun Du, Fei Gao, Xu Chen, Ran Jia (raji), Junshan Wang, Jiang Zhang, Shi Han, Dongmei Zhang
  
  Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD'21) | August 2021
  
  Publication
- Keep the Structure: A Latent Shift-Reduce Parser for Semantic Parsing
  
  Yuntao LI, Bei Chen, Qian LIU, Yan Gao, Jian-Guang Lou, Yan ZHANG, Dongmei Zhang
  
  IJCAI'21 | August 2021
  
  Publication Project
- Fighting the Fog of War: Automated Incident Detection for Cloud Systems
  
  Liqun Li, Xu Zhang, Xin Zhao, Hongyu Zhang, Yu Kang, Pu Zhao, Bo Qiao, Shilin He, Pochian Lee, Jeffrey Sun, Feng Gao, Li Yang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Zhangwei Xu, Dongmei Zhang
  
  2021 USENIX Annual Technical Conference (USENIX ATC'21) | August 2021
  
  Publication Project Project
- TUTA: Tree-based Transformers for Generally Structured Table Pre-training
  
  Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)
  
  KDD | August 2021
  
  Publication Project
- AI4VIS: Survey on Artificial Intelligence Approaches for Data Visualization
  
  Aoyu Wu, Yun Wang, Xinhuan Shu, Dominik Moritz, Weiwei Cui, Haidong Zhang, Dongmei Zhang, Huamin Qu
  
  IEEE Transactions on Visualization and Computer Graphics (Early Access) | July 2021
  
  Publication Publication
- Learning Algebraic Recombination for Compositional Generalization
  
  Chenyao Liu, Shengnan An, Zeqi Lin, Qian Liu, Bei Chen, Jian-Guang Lou, Lijie Wen, Nanning Zheng, Dongmei Zhang
  
  ACL-IJCNLP 2021 (findings) | July 2021
  
  Publication Project
- Semantic Table Structure Identification in Spreadsheets
  
  Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan
  
  ISSTA | July 2021
  
  Author's Version Project
- Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective
  
  Lun Du, Xu Chen, Fei Gao, Qiang Fu, Kunqing Xie, Shi Han, Dongmei Zhang
  
  Proceedings of International Conference on Web Search and Data Mining (WSDM'22) | May 2021
  
  Preprint Publication
- F3: Fault Forecasting Framework for Cloud Systems
  
  Pu Zhao, Chuan Luo, Bo Qiao, Youjiang Wu, Yingnong Dang, Murali Chintalapati, Susy Yi, Paul Wang, Andrew Zhou, Saravanakumar Rajmohan, Qingwei Lin, Dongmei Zhang
  
  May 2021
  
  Publication Project
- Iterative Utterance Segmentation for Neural Semantic Parsing
  
  Yinuo GUO, Zeqi Lin, Jian-Guang Lou, Dongmei Zhang
  
  AAAI'21 | February 2021
  
  Author's Version Project
- Revisiting Iterative Back-Translation from the Perspective of Compositional Generalization
  
  Yinuo GUO, Hualei ZHU, Zeqi Lin, Bei Chen, Jian-Guang Lou, Dongmei Zhang
  
  AAAI'21 | February 2021
  
  Author's Version Project
- Retrieve-Then-Adapt: Example-based Automatic Generation for Proportion-related Infographics
  
  Chunyao Qian, Shizhao Sun, Weiwei Cui, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | January 2021, Vol 27(2): pp. 443-452
  
  DOI Publication Publication Publication
- How Incidental are the Incidents? Characterizing and Prioritizing Incidents for Large-Scale Online Service Systems
  
  Junjie Chen, Shu Zhang, Xiaoting He, Qingwei Lin 林庆维, Hongyu Zhang, Dan Hao, Yu Kang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Automated Software Engineering | December 2020
  
  DOI Project
- Towards intelligent incident management: why we need it and how we make it
  
  Zhuangbin Chen, Yu Kang, Liqun Li, Xu Zhang, Hongyu Zhang, Hui Xu, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Yingnong Dang, Feng Gao, Pu Zhao, Bo Qiao, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- How to mitigate the incident? an effective troubleshooting guide recommendation technique for online service systems.
  
  Jiajun Jiang, Weihai Lu, Junjie Chen, Qingwei Lin 林庆维, Pu Zhao, Yu Kang, Hongyu Zhang, Yingfei Xiong, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- Identifying linked incidents in large-scale online service systems
  
  Yujun Chen, Xian Yang, Hang Dong, Xiaoting He, Hongyu Zhang, Qingwei Lin 林庆维, Junjie Chen, Pu Zhao, Yu Kang, Feng Gao, Zhangwei Xu, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  Publication DOI
- Efficient incident identification from multi-dimensional issue reports via meta-heuristic search
  
  Jiazhen Gu, Chuan Luo, Si Qin, Bo Qiao, Qingwei Lin 林庆维, Hongyu Zhang, Ze Li, Yingnong Dang, Shaowei Cai, Wei Wu, Yangfan Zhou, Murali Chintalapati, Dongmei Zhang
  
  ESEC/FSE'20 | November 2020
  
  DOI Publication Project
- Chartem: Reviving Chart Images with Data Embedding
  
  Jiayun Fu, Bin Benjamin Zhu, Weiwei Cui, Song Ge, Yun Wang, Haidong Zhang, Ray Huang, Yuanyuan Tang, Dongmei Zhang, Xiaojing Ma
  
  IEEE Transactions on Visualization and Computer Graphics | November 2020
  
  Publication
- Compositional Generalization by Learning Analytical Expressions
  
  Qian Liu, Shengnan An, Jian-Guang Lou, Bei Chen, Zeqi Lin, Yan Gao, Bin Zhou, Nanning Zheng, Dongmei Zhang
  
  NeurIPS 2020 (spotlight paper) | November 2020
  
  Publication Project
- Hierarchical Poset Decoding for Compositional Generalization in Language
  
  Yinuo GUO, Zeqi Lin, Jian-Guang Lou, Dongmei Zhang
  
  NeurIPS'20 | November 2020
  
  Publication Project
- “What Do You Mean by That?” A Parser-Independent Interactive Approach for Enhancing Text-to-SQL
  
  Yuntao LI, Bei Chen, Qian LIU, Yan Gao, Jian-Guang Lou, Dongmei Zhang
  
  EMNLP'20 (full paper) | November 2020
  
  Author's Version Project
- Incomplete Utterance Rewriting as Semantic Segmentation
  
  Qian LIU, Bei Chen, Jian-Guang Lou, Bin ZHOU, Dongmei Zhang
  
  EMNLP'20 (full paper) | November 2020
  
  Publication Project
- Efficient Customer Incident Triage via Linking with System Incidents
  
  Jiazhen Gu, Jiaqi Wen, Zijian Wang, Pu Zhao, Chuan Luo, Yu Kang, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Bo Qiao, Liqun Li, Qingwei Lin, Dongmei Zhang
  
  The 28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'20 Industry) | November 2020
  
  DOI
- Structure-aware Pre-training for Table Understanding with Tree-based Transformers
  
  Zhiruo Wang, Haoyu Dong, Ran Jia, Jia Li, Zhiyi Fu, Shi Han, Dongmei Zhang
  
  arXiv | October 2020
  
  Publication Project
- Neural Formatting for Spreadsheet Tables
  
  Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  CIKM'20 (among five best paper nominees in full research track) | October 2020
  
  DOI Project
- Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture
  
  Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang
  
  CIKM'20 (applied research track) | October 2020
  
  DOI Project
- RECPARSER: A Recursive Semantic Parsing Framework for Text-to-SQL Task
  
  Yu Zeng, Yan Gao, Jiaqi Guo, Bei Chen, Qian Liu, Jian-Guang Lou, Fei Teng, Dongmei Zhang
  
  IJCAI 2020 | July 2020
  
  Author's Version Project
- How Far are We from Effective Context Modeling? An Exploratory Study on Semantic Parsing in Context
  
  Qian Liu, Jiaqi Guo, Bei Chen, Jian-Guang Lou, Bin Zhou, Dongmei Zhang
  
  IJCAI2020 | July 2020
  
  Publication Project
- You Impress Me: Dialogue Generation via Mutual Persona Perception
  
  Qian Liu, Yihong Chen, Bei Chen, Jian-Guang Lou, Zixuan Chen, Bin Zhou, Dongmei Zhang
  
  ACL 2020 | July 2020
  
  Publication PDF
- Reliable and Efficient Anytime Skeleton Learning
  
  Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  To appear in proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI'20) | February 2020
  
  Publication Project
- Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data
  
  Mengyu Zhou, Tao Wang, Pengxin Ji, Shi Han, Dongmei Zhang
  
  The 34th AAAI Conference on Artificial Intelligence (AAAI '20) | February 2020
  
  PDF Project
- Reliable and Efficient Anytime Skeleton Learning
  
  Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  Thirty-Fourth AAAI Conference on Artificial Intelligence | February 2020
  
  Publication
- Prediction-Guided Design for Software Systems
  
  Si Qin, Yong Xu, Shandan Zhou, Qingwei Lin 林庆维, Hongyu Zhang, Saurabh Agarwal, Karthikeyan Subramanian, Eli Cortez, John Miller, Chris Cowdery, Shanti Kemburu, Dongmei Zhang, Thomas Moscibroda
  
  Cloud Intelligence Workshop, AAAI 2020 | January 2020
  
  Publication
- Data-Anonymous Encoding for Text-to-SQL Generation
  
  Zhen Dong, Shizhao Sun, Hongzhi Liu, Jian-Guang Lou, Dongmei Zhang
  
  2019 Empirical Methods in Natural Language Processing | December 2019
  
  DOI PDF
- Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture
  
  Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019
  
  Publication Project
- A Split-and-Recombine Approach for Follow-up Query Analysis
  
  Qian LIU, Bei Chen, Haoyan LIU, Jian-Guang Lou, Lei Fang, Bin ZHOU, Dongmei Zhang
  
  EMNLP | November 2019
  
  Publication Project
- Data-Anonymous Encoding for Text-to-SQL Generation
  
  Zhen DONG, Shizhao SUN, Hongzhi LIU, Jian-Guang Lou, Dongmei Zhang
  
  EMNLP | November 2019
  
  Publication Project
- Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation
  
  Jiaqi GUO, Zecheng Zhan, Yan GAO, Yan XIAO, Jian-Guang Lou, Ting LIU, Dongmei Zhang
  
  ACL19 | August 2019
  
  Publication
- Cross-dataset time series anomaly detection for cloud systems
  
  Xu Zhang, Qingwei Lin 林庆维, Yong Xu, Si Qin, Hongyu Zhang, Bo Qiao, Yingnong Dang, Xinsheng Yang, Qian Cheng, Murali Chintalapati, Youjiang Wu, Ken Hsieh, Kaixin Sui, Xin Meng, Yaohai Xu, Wenchi Zhang, Furao Shen, Dongmei Zhang
  
  USENIX ATC'19 | July 2019
  
  PDF Publication
- QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data
  
  Rui Ding, Shi Han, Yong Xu, Haidong Zhang, Dongmei Zhang
  
  Proceedings of the 2019 ACM International Conference on Management of Data (SIGMOD'19 industrial track) | June 2019
  
  Publication DOI Project
- An Empirical Investigation of Incident Triage for Online Service Systems
  
  Junjie Chen, Qingwei Lin, ...
  
  ICSE‘19, Software Engineering In Practice | May 2019
  
  Publication
- Outage Prediction and Diagnosis for Cloud Service Systems
  
  Yujun Chen, Xian Yang, Qingwei Lin 林庆维, Hongyu Zhang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang, Hang Dong, Yong Xu, Hao Li, Yu Kang
  
  2019 The Web Conference | May 2019
  
  PDF DOI
- FANDA: A Novel Approach to Perform Follow-up Query Analysis
  
  Qian LIU, Bei Chen, Jian-Guang Lou, Ge JIN, Dongmei Zhang
  
  AAAI19 | January 2019
  
  Publication Project
- TableSense: Spreadsheet Table Detection with Convolutional Neural Networks
  
  Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang
  
  Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19) | January 2019
  
  Publication Project
- Predicting Node Failure in Cloud Service Systems
  
  Qingwei Lin 林庆维, ...
  
  ESEC/FSE 2018 | November 2018
  
  Publication
- BigIN4: Instant, Interactive Insight Identification for Multi-Dimensional Big Data
  
  Qingwei Lin 林庆维, weichen Ke, ...
  
  SigKDD 2018 | August 2018
  
  Publication
- Improving Service Availability of Cloud Systems by Predicting Disk Error
  
  Yong Xu, ..., Qingwei Lin, ...
  
  USENIX ATC 2018 | July 2018
  
  Publication
- Experience report on applying software analytics in incident management of online service
  
  Jian-Guang Lou, Qingwei Lin 林庆维, ...
  
  Automated Software Engineering | December 2017, Vol 24: pp. 905-941
  
  Publication
- GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents
  
  Qianhui Wu, Kanzhi Cheng, Rui Yang, Chaoyun Zhang, Jianwei Yang, Huiqiang Jiang, Jian Mu, Baolin Peng, Bo Qiao, Reuben Tan, Si Qin, Lars Liden, Qingwei Lin 林庆维, Huan Zhang, Tong Zhang, Jianbing Zhang, Dongmei Zhang, Jianfeng Gao
  
  ArXiv | June 2025
  
  Publication Project
- Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
  
  Yuanmin Tang, Xiaoting Qin, Jue Zhang, Jing Yu, Gaopeng Gou, Gang Xiong, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Wu
  
  CVPR'25 | June 2025
  
  Preprint
- A Parse-Then-Place Approach for Generating Graphic Layouts from Textual Descriptions
  
  Jiawei Lin, Jiaqi Guo, Shizhao Sun, Weijiang Xu, Ting Liu, Jian-Guang Lou, Dongmei Zhang
  
  ICCV 2023 | October 2023
  
  Publication Author's Version
- LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction
  
  Zhaoyun Jiang, Jiaqi Guo, Shizhao Sun, Huayu Deng, Zhongkai Wu, Vuksan Mijovic, Zijiang James Yang, Jian-Guang Lou, Dongmei Zhang
  
  CVPR 2023 | June 2023
  
  Publication PDF
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents
  
  Qianhui Wu, Kanzhi Cheng, Rui Yang, Chaoyun Zhang, Jianwei Yang, Huiqiang Jiang, Jian Mu, Baolin Peng, Bo Qiao, Reuben Tan, Si Qin, Lars Liden, Qingwei Lin 林庆维, Huan Zhang, Tong Zhang, Jianbing Zhang, Dongmei Zhang, Jianfeng Gao
  
  ArXiv | June 2025
  
  Publication Project
- PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning
  
  Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint
- TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning
  
  Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint Project
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint Project
- Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study
  
  Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang
  
  The 17th ACM International Conference on Web Search and Data Mining (WSDM '24) | March 2024
  
  PDF Preprint Project
- Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries
  
  Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 38th Annual AAAI Conference on Artificial Intelligence (AAAI '24) | February 2024
  
  PDF Preprint Project
- How Do In-Context Examples Affect Compositional Generalization?
  
  Shengnan An, Zeqi Lin, Qiang Fu, Bei Chen, Nanning Zheng, Jian-Guang Lou, Dongmei Zhang
  
  ACL 2023 | June 2023
  
  Publication
- CASR: Generating Complex Sequences with Autoregressive Self-Boost Refinement
  
  Hongwei Han, Mengyu Zhou, Shi Han, Xiu Li, Dongmei Zhang
  
  The Eleventh International Conference on Learning Representations (ICLR '23) | May 2023
  
  PDF Publication
- Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems
  
  Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information
  
  Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- Accelerating Code Search with Deep Hashing and Code Classification
  
  Wenchao Gu, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Michael R. Lyu
  
  ACL 2022 | May 2022
  
  Publication
- FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining
  
  Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang
  
  ACL 2022 Main Track | May 2022
  
  Publication Project
- CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
  
  Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
  
  EMNLP 2021 | November 2021
  
  Publication
- Table2Charts: Recommending Charts by Learning Shared Table Representations
  
  Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
  
  The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
  
  PDF DOI Project
- Learning Algebraic Recombination for Compositional Generalization
  
  Chenyao Liu, Shengnan An, Zeqi Lin, Qian Liu, Bei Chen, Jian-Guang Lou, Lijie Wen, Nanning Zheng, Dongmei Zhang
  
  ACL-IJCNLP 2021 (findings) | July 2021
  
  Publication Project
- SemRegex: A Semantics-Based Approach for Generating Regular Expressions from Natural Language Specifications
  
  Zexuan Zhong, Jiaqi Guo, Wei Yang, Jian Peng, Tao Xie, Jian-Guang Lou, Ting Liu, Dongmei Zhang
  
  EMNP'18 | November 2018
  
  Publication
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- RuAG: Learned-rule-augmented Generation for Large Language Models
  
  Yudi Zhang, Pei Xiao, Lu Wang, Chaoyun Zhang, Meng Fang, Yali Du, Yevgeniy Puzyrev, Randolph Yao, Si Qin, Qingwei Lin 林庆维, Mykola Pechenizkiy, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  ICLR'25 | April 2025
  
  Publication
- Can We Trust Auto-Mitigation? Improving Cloud Failure Prediction with Uncertain Positive Learning
  
  Haozhe Li, Minghua Ma, Chetan Bansal, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  2024 International Symposium on Software Reliability Engineering | October 2024
  
  Publication
- Early Bird: Ensuring Reliability of Cloud Systems Through Early Failure Prediction
  
  Yudong Liu, Minghua Ma, Pu Zhao, Chetan Bansal, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  2024 International Symposium on Software Reliability Engineering | October 2024
  
  Publication
- Automatic Root Cause Analysis via Large Language Models for Cloud Incidents
  
  Yinfang Chen, Huaibing Xie, Minghua Ma, Yu Kang, Xin Gao, Liu Shi, Yunjie Cao, Xue‐Chao Gao, Hao Fan, Ming Wen, Jun Zeng, Supriyo GHOSH, Xuchao Zhang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  EuroSys'24 | April 2024
  
  Publication
- Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective
  
  Zexin Wang, Changhua Pei, Minghua Ma, Xin Wang, Zhihan Li, Dan Pei, Saravan Rajmohan, Dongmei Zhang, Qingwei Lin 林庆维, Haiming Zhang, Jianhui Li, Gaogang Xie
  
  TheWebConf'24 | February 2024
  
  DOI Publication
- Xpert: Empowering Incident Management with Query Recommendations via Large Language Models
  
  Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE'24 | February 2024
  
  Publication Project Project
- UniLog: Automatic Logging via LLM and In-Context Learning
  
  Junjielong Xu, Ziang Cui, Yuan Zhao, Xu Zhang, Shilin He, Pinjia He, Liqun Li, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  ICSE 2024 | February 2024
  
  Publication Project Project
- STEAM: Observability-Preserving Trace Sampling
  
  Shilin He, Botao Feng, Liqun Li, Xu Zhang, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  Publication Project Project
- Assess and Summarize: Improve Outage Understanding with Large Language Models
  
  Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  DOI Publication Publication Project Project
- CODEC: Cost-Effective Duration Prediction System for Deadline Scheduling in the Cloud
  
  Haozhe Li, Minghua Ma, Yudong Liu, Si Qin, Bo Qiao, Randolph Yao, Harshwardhan Chaturvedi, Tri Tran, Murali Chintalapati, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ISSRE'23 | October 2023
  
  Publication
- Conservative State Value Estimation for Offline Reinforcement Learning
  
  Liting Chen, Jie Yan, Zhengdao Shao, Lu Wang, Qingwei Lin 林庆维, Dongmei Zhang
  
  NeurIPS 2023 | October 2023
  
  DOI Publication PDF
- Contextual Self-attentive Temporal Point Process for Physical Decommissioning Prediction of Cloud Assets
  
  Fangkai Yang, Jue Zhang, Lu Wang, Bo Qiao, Di Weng, Xiaoting Qin, Gregory Weber, Durgesh Nandini Das, Srinivasan Rakhunathan, Ranganathan Srikanth, Qingwei Lin 林庆维, Dongmei Zhang
  
  2023 Knowledge Discovery and Data Mining | August 2023
  
  Publication
- Incident-aware Duplicate Ticket Aggregation for Cloud Systems
  
  Jinyang Liu, Shilin He, Zhuangbin Chen, Liqun Li, Yu Kang, Xu Zhang, Pinjia He, Hongyu Zhang, Qingwei Lin 林庆维, Zhangwei Xu, Saravan Rajmohan, Dongmei Zhang, Michael R. Lyu
  
  ICSE 2023 | May 2023
  
  DOI Publication PDF Project Project
- CONAN: Diagnosing Batch Failures for Cloud Systems
  
  Liqun Li, Xu Zhang, Shilin He, Yu Kang, Hongyu Zhang, Minghua Ma, Yingnong Dang, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2023 SEIP | May 2023
  
  Publication Project
- Solving the Batch Stochastic Bin Packing Problem in Cloud: A Chance-constrained Optimization Approach
  
  Jie Yan, Yunlei Lu, Liting Chen, Si Qin, Yixin Fang, Qingwei Lin 林庆维, Thomas Moscibroda, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD'22 | August 2022
  
  Publication Project Project
- NENYA: Cascade Reinforcement Learning for Cost-Aware Failure Mitigation at Microsoft 365
  
  Lu Wang, Pu Zhao, Chao Du, Chuan Luo, Mengna Su, Fangkai Yang, Yudong Liu, Qingwei Lin 林庆维, Min Wang, Yingnong Dang, Hongyu Zhang, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication Project Project
- SPINE: A Scalable Log Parser with Feedback Guidance
  
  Xuheng Wang, Xu Zhang, Liqun Li, Shilin He, Hongyu Zhang, Yudong Liu, Lingling Zheng, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  2022 Foundations of Software Engineering (FSE) | July 2022
  
  SIGSOFT Distinguished Paper Award
  
  Publication Project Project
- An Intelligent Framework for Timely, Accurate, and Comprehensive Cloud Incident Detection
  
  Yichen Li, Xu Zhang, Shilin He, Zhuangbin Chen, Yu Kang, Jinyang Liu, Liqun Li, Yingnong Dang, Feng Gao, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  ACM SIGOPS Operating Systems Review | June 2022, Vol 56(1): pp. 1-7
  
  DOI Project Project
- Spot Virtual Machine Eviction Prediction in Microsoft Cloud
  
  Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW'22 Companion | April 2022
  
  Publication
- UniParser: A Unified Log Parser for Heterogeneous Log Data
  
  Yudong Liu, Xu Zhang, Shilin He, Hongyu Zhang, Liqun Li, Yu Kang, Yong Xu, Minghua Ma, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  DOI Project Project
- DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
  
  Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2022 | January 2022
  
  Publication Project Project
- Predictive Job Scheduling under Uncertain Constraints in Cloud Computing
  
  Hang Dong, Boshi Wang, Bo Qiao, Wenqian Xing, Chuan Luo, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Gurpreet Virdi, Thomas Moscibroda
  
  IJCAI'21 | December 2021
  
  Publication Project Project Project
- HALO: Hierarchy-aware Fault Localization for Cloud Systems
  
  Xu Zhang, Chao Du, Yifan Li, Yong Xu, Hongyu Zhang, Si Qin, Ze Li, Qingwei Lin 林庆维, Yingnong Dang, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang
  
  SigKDD'21 Applied Data Science Track | October 2021
  
  Publication PDF Project Project
- How Long Will it Take to Mitigate this Incident for Online Service Systems?
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  ISSRE'21 | September 2021
  
  Best Research Paper
  
  Publication Project Project
- Effective Low Capacity Status Prediction for Cloud Systems
  
  Hang Dong, Si Qin, Yong Xu, Bo Qiao, Shandan Zhou, Xian Yang, Chuan Luo, Pu Zhao, Qingwei Lin 林庆维, Hongyu Zhang, Abulikemu Abuduweili, Sanjay Ramanujan, Karthikeyan Subramanian, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang, Thomas Moscibroda
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Onion: Identifying Incident-indicating Logs for Cloud Systems
  
  Xu Zhang, Yong Xu, Si Qin, Shilin He, Bo Qiao, Ze Li, Hongyu Zhang, Xukun Li, Yingnong Dang, Qingwei Lin 林庆维, Murali Chintalapati, Saravanakumar Rajmohan, Dongmei Zhang
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Fighting the Fog of War: Automated Incident Detection for Cloud Systems
  
  Liqun Li, Xu Zhang, Xin Zhao, Hongyu Zhang, Yu Kang, Pu Zhao, Bo Qiao, Shilin He, Pochian Lee, Jeffrey Sun, Feng Gao, Li Yang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Zhangwei Xu, Dongmei Zhang
  
  2021 USENIX Annual Technical Conference (USENIX ATC'21) | August 2021
  
  Publication Project Project
- How Incidental are the Incidents? Characterizing and Prioritizing Incidents for Large-Scale Online Service Systems
  
  Junjie Chen, Shu Zhang, Xiaoting He, Qingwei Lin 林庆维, Hongyu Zhang, Dan Hao, Yu Kang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Automated Software Engineering | December 2020
  
  DOI Project
- Towards intelligent incident management: why we need it and how we make it
  
  Zhuangbin Chen, Yu Kang, Liqun Li, Xu Zhang, Hongyu Zhang, Hui Xu, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Yingnong Dang, Feng Gao, Pu Zhao, Bo Qiao, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- How to mitigate the incident? an effective troubleshooting guide recommendation technique for online service systems.
  
  Jiajun Jiang, Weihai Lu, Junjie Chen, Qingwei Lin 林庆维, Pu Zhao, Yu Kang, Hongyu Zhang, Yingfei Xiong, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- Identifying linked incidents in large-scale online service systems
  
  Yujun Chen, Xian Yang, Hang Dong, Xiaoting He, Hongyu Zhang, Qingwei Lin 林庆维, Junjie Chen, Pu Zhao, Yu Kang, Feng Gao, Zhangwei Xu, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  Publication DOI
- Efficient incident identification from multi-dimensional issue reports via meta-heuristic search
  
  Jiazhen Gu, Chuan Luo, Si Qin, Bo Qiao, Qingwei Lin 林庆维, Hongyu Zhang, Ze Li, Yingnong Dang, Shaowei Cai, Wei Wu, Yangfan Zhou, Murali Chintalapati, Dongmei Zhang
  
  ESEC/FSE'20 | November 2020
  
  DOI Publication Project
- Efficient Customer Incident Triage via Linking with System Incidents
  
  Jiazhen Gu, Jiaqi Wen, Zijian Wang, Pu Zhao, Chuan Luo, Yu Kang, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Bo Qiao, Liqun Li, Qingwei Lin, Dongmei Zhang
  
  The 28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'20 Industry) | November 2020
  
  DOI
- Prediction-Guided Design for Software Systems
  
  Si Qin, Yong Xu, Shandan Zhou, Qingwei Lin 林庆维, Hongyu Zhang, Saurabh Agarwal, Karthikeyan Subramanian, Eli Cortez, John Miller, Chris Cowdery, Shanti Kemburu, Dongmei Zhang, Thomas Moscibroda
  
  Cloud Intelligence Workshop, AAAI 2020 | January 2020
  
  Publication
- Cross-dataset time series anomaly detection for cloud systems
  
  Xu Zhang, Qingwei Lin 林庆维, Yong Xu, Si Qin, Hongyu Zhang, Bo Qiao, Yingnong Dang, Xinsheng Yang, Qian Cheng, Murali Chintalapati, Youjiang Wu, Ken Hsieh, Kaixin Sui, Xin Meng, Yaohai Xu, Wenchi Zhang, Furao Shen, Dongmei Zhang
  
  USENIX ATC'19 | July 2019
  
  PDF Publication
- An Empirical Investigation of Incident Triage for Online Service Systems
  
  Junjie Chen, Qingwei Lin, ...
  
  ICSE‘19, Software Engineering In Practice | May 2019
  
  Publication
- Outage Prediction and Diagnosis for Cloud Service Systems
  
  Yujun Chen, Xian Yang, Qingwei Lin 林庆维, Hongyu Zhang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang, Hang Dong, Yong Xu, Hao Li, Yu Kang
  
  2019 The Web Conference | May 2019
  
  PDF DOI
- Identifying Impactful Service System Problems via Log Analysis
  
  Shilin He, Qingwei Lin 林庆维, ...
  
  ESEC/FSE 2018 | November 2018
  
  Publication
- Predicting Node Failure in Cloud Service Systems
  
  Qingwei Lin 林庆维, ...
  
  ESEC/FSE 2018 | November 2018
  
  Publication
- Improving Service Availability of Cloud Systems by Predicting Disk Error
  
  Yong Xu, ..., Qingwei Lin, ...
  
  USENIX ATC 2018 | July 2018
  
  Publication
- Experience report on applying software analytics in incident management of online service
  
  Jian-Guang Lou, Qingwei Lin 林庆维, ...
  
  Automated Software Engineering | December 2017, Vol 24: pp. 905-941
  
  Publication
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables
  
  Qixu Chun, Yeye He (yeyehe), Weiwei Cui, Song Ge, Haidong Zhang, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2025 | June 2025
  
  Publication
- SpreadsheetLLM: Encoding Spreadsheets for Large Language Models
  
  Haoyu Dong, Yuzhang Tian, Jianbo Zhao, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  Preprint Project
- Deoxys: A Causal Inference Engine for Unhealthy Node Mitigation in Large-scale Cloud Infrastructure
  
  Chaoyun Zhang, Randolph Yao, Si Qin, Ze Li, Shekhar Agrawal, Binit R. Mishra, Tri Tran, Minghua Ma, Qingwei Lin 林庆维, Murali Chintalapati, Dongmei Zhang
  
  SOCC'24 | November 2024
  
  Publication Publication
- TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning
  
  Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint Project
- FXAM: A unified and fast interpretable model for predictive analytics
  
  Yuanyuan Jiang, Rui Ding, Tianchi Qiao, Yunan Zhu, Shi Han, Dongmei Zhang
  
  Expert Systems with Applications | October 2024, Vol 252
  
  Publication
- Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks
  
  Peng Li, Yeye He, Dror Yashar, Weiwei Cui, Song Ge, Haidong Zhang, Danielle Rifinski Fainman, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2024 | June 2024
  
  Publication
- Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations
  
  Sibei Chen, Yeye He, Weiwei Cui, Ju Fan, Song Ge, Haidong Zhang, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2024 | June 2024
  
  Publication
- KET-QA: A Dataset for Knowledge Enhanced Table Question Answering
  
  Mengkang Hu, Haoyu Dong, Ping Luo, Shi Han, Dongmei Zhang
  
  COLING-LREC'2024 | May 2024
  
  Publication Project
- Automatic Root Cause Analysis via Large Language Models for Cloud Incidents
  
  Yinfang Chen, Huaibing Xie, Minghua Ma, Yu Kang, Xin Gao, Liu Shi, Yunjie Cao, Xue‐Chao Gao, Hao Fan, Ming Wen, Jun Zeng, Supriyo GHOSH, Xuchao Zhang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  EuroSys'24 | April 2024
  
  Publication
- Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study
  
  Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang
  
  The 17th ACM International Conference on Web Search and Data Mining (WSDM '24) | March 2024
  
  PDF Preprint Project
- Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries
  
  Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 38th Annual AAAI Conference on Artificial Intelligence (AAAI '24) | February 2024
  
  PDF Preprint Project
- Xpert: Empowering Incident Management with Query Recommendations via Large Language Models
  
  Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE'24 | February 2024
  
  Publication Project Project
- UniLog: Automatic Logging via LLM and In-Context Learning
  
  Junjielong Xu, Ziang Cui, Yuan Zhao, Xu Zhang, Shilin He, Pinjia He, Liqun Li, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  ICSE 2024 | February 2024
  
  Publication Project Project
- STEAM: Observability-Preserving Trace Sampling
  
  Shilin He, Botao Feng, Liqun Li, Xu Zhang, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  Publication Project Project
- Assess and Summarize: Improve Outage Understanding with Large Language Models
  
  Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  DOI Publication Publication Project Project
- CODEC: Cost-Effective Duration Prediction System for Deadline Scheduling in the Cloud
  
  Haozhe Li, Minghua Ma, Yudong Liu, Si Qin, Bo Qiao, Randolph Yao, Harshwardhan Chaturvedi, Tri Tran, Murali Chintalapati, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ISSRE'23 | October 2023
  
  Publication
- Conservative State Value Estimation for Offline Reinforcement Learning
  
  Liting Chen, Jie Yan, Zhengdao Shao, Lu Wang, Qingwei Lin 林庆维, Dongmei Zhang
  
  NeurIPS 2023 | October 2023
  
  DOI Publication PDF
- Auto-Validate by-History: Auto Program Data Quality Constraints to Validate Recurring Data Pipelines
  
  Dezhan Tu, Yeye He, Weiwei Cui, Song Ge, Haidong Zhang, Shi Han, Dongmei Zhang, Surajit Chaudhuri
  
  KDD 2023 | August 2023
  
  Publication Project
- XInsight: eXplainable Data Analysis Through The Lens of Causality
  
  Pingchuan Ma, Rui Ding, Shuai Wang, Shi Han, Dongmei Zhang
  
  2023 International Conference on Management of Data | June 2023
  
  Publication
- AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks
  
  Xinyi He, Mengyu Zhou, Mingjie Zhou, Jialiang Xu, Xiao Lv, Tianle Li, Yijia Shao, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 61st Annual Meeting of the Association for Computational Linguistics (ACL '23) | May 2023
  
  PDF Preprint Project
- Incident-aware Duplicate Ticket Aggregation for Cloud Systems
  
  Jinyang Liu, Shilin He, Zhuangbin Chen, Liqun Li, Yu Kang, Xu Zhang, Pinjia He, Hongyu Zhang, Qingwei Lin 林庆维, Zhangwei Xu, Saravan Rajmohan, Dongmei Zhang, Michael R. Lyu
  
  ICSE 2023 | May 2023
  
  DOI Publication PDF Project Project
- CONAN: Diagnosing Batch Failures for Cloud Systems
  
  Liqun Li, Xu Zhang, Shilin He, Yu Kang, Hongyu Zhang, Minghua Ma, Yingnong Dang, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2023 SEIP | May 2023
  
  Publication Project
- Learning Cooperative Oversubscription for Cloud by Chance-Constrained Multi-Agent Reinforcement Learning
  
  Junjie Sheng, Lu Wang, Fangkai Yang, Bo Qiao, Hang Dong, Xiangfeng Wang, Bo Jin, Jun Wang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW '23 | April 2023
  
  DOI
- Multi-Agent Reinforcement Learning with Shared Policy for Cloud Quota Management Problem
  
  Tong Cheng, Hang Dong, Lu Wang, Bo Qiao, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Thomas Moscibroda
  
  WWW'23 Companion | April 2023
  
  Publication
- Towards Natural Language-Based Visualization Authoring
  
  Yun Wang, Zhitao Hou, Leixian Shen, Tongshuang Wu, Jiaqi Wang, He Huang, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2022
  
  Publication PDF Preprint DOI
- Solving the Batch Stochastic Bin Packing Problem in Cloud: A Chance-constrained Optimization Approach
  
  Jie Yan, Yunlei Lu, Liting Chen, Si Qin, Yixin Fang, Qingwei Lin 林庆维, Thomas Moscibroda, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD'22 | August 2022
  
  Publication Project Project
- NENYA: Cascade Reinforcement Learning for Cost-Aware Failure Mitigation at Microsoft 365
  
  Lu Wang, Pu Zhao, Chao Du, Chuan Luo, Mengna Su, Fangkai Yang, Yudong Liu, Qingwei Lin 林庆维, Min Wang, Yingnong Dang, Hongyu Zhang, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication Project Project
- SPINE: A Scalable Log Parser with Feedback Guidance
  
  Xuheng Wang, Xu Zhang, Liqun Li, Shilin He, Hongyu Zhang, Yudong Liu, Lingling Zheng, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  2022 Foundations of Software Engineering (FSE) | July 2022
  
  SIGSOFT Distinguished Paper Award
  
  Publication Project Project
- Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
  
  Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
  
  IJCAI'2022 SURVEY TRACK | July 2022
  
  Project
- An Intelligent Framework for Timely, Accurate, and Comprehensive Cloud Incident Detection
  
  Yichen Li, Xu Zhang, Shilin He, Zhuangbin Chen, Yu Kang, Jinyang Liu, Liqun Li, Yingnong Dang, Feng Gao, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  ACM SIGOPS Operating Systems Review | June 2022, Vol 56(1): pp. 1-7
  
  DOI Project Project
- Investigating the Role and Interplay of Narrations and Animations in Data Videos
  
  Hao Cheng, Junhong Wang, Yun Wang, Bongshin Lee, Haidong Zhang, Dongmei Zhang
  
  Computer Graphics Forum (Proceedings of EuroVis 2022) | June 2022
  
  Publication Project
- PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation
  
  Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang
  
  EMNLP'22 Main Track | May 2022
  
  Publication
- TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data
  
  Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Shi Han, Dongmei Zhang
  
  EMNLP'22 Oral Main Track | May 2022
  
  Publication
- HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
  
  Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
  
  ACL 2022 Main Track | May 2022
  
  Publication Project
- Spot Virtual Machine Eviction Prediction in Microsoft Cloud
  
  Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW'22 Companion | April 2022
  
  Publication
- UniParser: A Unified Log Parser for Heterogeneous Log Data
  
  Yudong Liu, Xu Zhang, Shilin He, Hongyu Zhang, Liqun Li, Yu Kang, Yong Xu, Minghua Ma, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  DOI Project Project
- DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
  
  Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2022 | January 2022
  
  Publication Project Project
- Predictive Job Scheduling under Uncertain Constraints in Cloud Computing
  
  Hang Dong, Boshi Wang, Bo Qiao, Wenqian Xing, Chuan Luo, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Gurpreet Virdi, Thomas Moscibroda
  
  IJCAI'21 | December 2021
  
  Publication Project Project Project
- HALO: Hierarchy-aware Fault Localization for Cloud Systems
  
  Xu Zhang, Chao Du, Yifan Li, Yong Xu, Hongyu Zhang, Si Qin, Ze Li, Qingwei Lin 林庆维, Yingnong Dang, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang
  
  SigKDD'21 Applied Data Science Track | October 2021
  
  Publication PDF Project Project
- How Long Will it Take to Mitigate this Incident for Online Service Systems?
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  ISSRE'21 | September 2021
  
  Best Research Paper
  
  Publication Project Project
- Effective Low Capacity Status Prediction for Cloud Systems
  
  Hang Dong, Si Qin, Yong Xu, Bo Qiao, Shandan Zhou, Xian Yang, Chuan Luo, Pu Zhao, Qingwei Lin 林庆维, Hongyu Zhang, Abulikemu Abuduweili, Sanjay Ramanujan, Karthikeyan Subramanian, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang, Thomas Moscibroda
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Onion: Identifying Incident-indicating Logs for Cloud Systems
  
  Xu Zhang, Yong Xu, Si Qin, Shilin He, Bo Qiao, Ze Li, Hongyu Zhang, Xukun Li, Yingnong Dang, Qingwei Lin 林庆维, Murali Chintalapati, Saravanakumar Rajmohan, Dongmei Zhang
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Table2Charts: Recommending Charts by Learning Shared Table Representations
  
  Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
  
  The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
  
  PDF DOI Project
- Fighting the Fog of War: Automated Incident Detection for Cloud Systems
  
  Liqun Li, Xu Zhang, Xin Zhao, Hongyu Zhang, Yu Kang, Pu Zhao, Bo Qiao, Shilin He, Pochian Lee, Jeffrey Sun, Feng Gao, Li Yang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Zhangwei Xu, Dongmei Zhang
  
  2021 USENIX Annual Technical Conference (USENIX ATC'21) | August 2021
  
  Publication Project Project
- TUTA: Tree-based Transformers for Generally Structured Table Pre-training
  
  Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)
  
  KDD | August 2021
  
  Publication Project
- AI4VIS: Survey on Artificial Intelligence Approaches for Data Visualization
  
  Aoyu Wu, Yun Wang, Xinhuan Shu, Dominik Moritz, Weiwei Cui, Haidong Zhang, Dongmei Zhang, Huamin Qu
  
  IEEE Transactions on Visualization and Computer Graphics (Early Access) | July 2021
  
  Publication Publication
- MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis
  
  Pingchuan Ma, Rui Ding, Shi Han, Dongmei Zhang
  
  ACM SIGMOD International Conference on Management of Data | June 2021
  
  Publication Author's Version Project Project
- How Incidental are the Incidents? Characterizing and Prioritizing Incidents for Large-Scale Online Service Systems
  
  Junjie Chen, Shu Zhang, Xiaoting He, Qingwei Lin 林庆维, Hongyu Zhang, Dan Hao, Yu Kang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Automated Software Engineering | December 2020
  
  DOI Project
- Towards intelligent incident management: why we need it and how we make it
  
  Zhuangbin Chen, Yu Kang, Liqun Li, Xu Zhang, Hongyu Zhang, Hui Xu, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Yingnong Dang, Feng Gao, Pu Zhao, Bo Qiao, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- How to mitigate the incident? an effective troubleshooting guide recommendation technique for online service systems.
  
  Jiajun Jiang, Weihai Lu, Junjie Chen, Qingwei Lin 林庆维, Pu Zhao, Yu Kang, Hongyu Zhang, Yingfei Xiong, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- Identifying linked incidents in large-scale online service systems
  
  Yujun Chen, Xian Yang, Hang Dong, Xiaoting He, Hongyu Zhang, Qingwei Lin 林庆维, Junjie Chen, Pu Zhao, Yu Kang, Feng Gao, Zhangwei Xu, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  Publication DOI
- Efficient incident identification from multi-dimensional issue reports via meta-heuristic search
  
  Jiazhen Gu, Chuan Luo, Si Qin, Bo Qiao, Qingwei Lin 林庆维, Hongyu Zhang, Ze Li, Yingnong Dang, Shaowei Cai, Wei Wu, Yangfan Zhou, Murali Chintalapati, Dongmei Zhang
  
  ESEC/FSE'20 | November 2020
  
  DOI Publication Project
- Chartem: Reviving Chart Images with Data Embedding
  
  Jiayun Fu, Bin Benjamin Zhu, Weiwei Cui, Song Ge, Yun Wang, Haidong Zhang, Ray Huang, Yuanyuan Tang, Dongmei Zhang, Xiaojing Ma
  
  IEEE Transactions on Visualization and Computer Graphics | November 2020
  
  Publication
- Efficient Customer Incident Triage via Linking with System Incidents
  
  Jiazhen Gu, Jiaqi Wen, Zijian Wang, Pu Zhao, Chuan Luo, Yu Kang, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Bo Qiao, Liqun Li, Qingwei Lin, Dongmei Zhang
  
  The 28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'20 Industry) | November 2020
  
  DOI
- Neural Formatting for Spreadsheet Tables
  
  Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  CIKM'20 (among five best paper nominees in full research track) | October 2020
  
  DOI Project
- Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture
  
  Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang
  
  CIKM'20 (applied research track) | October 2020
  
  DOI Project
- Reliable and Efficient Anytime Skeleton Learning
  
  Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  To appear in proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI'20) | February 2020
  
  Publication Project
- Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data
  
  Mengyu Zhou, Tao Wang, Pengxin Ji, Shi Han, Dongmei Zhang
  
  The 34th AAAI Conference on Artificial Intelligence (AAAI '20) | February 2020
  
  PDF Project
- Prediction-Guided Design for Software Systems
  
  Si Qin, Yong Xu, Shandan Zhou, Qingwei Lin 林庆维, Hongyu Zhang, Saurabh Agarwal, Karthikeyan Subramanian, Eli Cortez, John Miller, Chris Cowdery, Shanti Kemburu, Dongmei Zhang, Thomas Moscibroda
  
  Cloud Intelligence Workshop, AAAI 2020 | January 2020
  
  Publication
- Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture
  
  Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019
  
  Publication Project
- Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation
  
  Jiaqi GUO, Zecheng Zhan, Yan GAO, Yan XIAO, Jian-Guang Lou, Ting LIU, Dongmei Zhang
  
  ACL19 | August 2019
  
  Publication
- Cross-dataset time series anomaly detection for cloud systems
  
  Xu Zhang, Qingwei Lin 林庆维, Yong Xu, Si Qin, Hongyu Zhang, Bo Qiao, Yingnong Dang, Xinsheng Yang, Qian Cheng, Murali Chintalapati, Youjiang Wu, Ken Hsieh, Kaixin Sui, Xin Meng, Yaohai Xu, Wenchi Zhang, Furao Shen, Dongmei Zhang
  
  USENIX ATC'19 | July 2019
  
  PDF Publication
- QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data
  
  Rui Ding, Shi Han, Yong Xu, Haidong Zhang, Dongmei Zhang
  
  Proceedings of the 2019 ACM International Conference on Management of Data (SIGMOD'19 industrial track) | June 2019
  
  Publication DOI Project
- An Empirical Investigation of Incident Triage for Online Service Systems
  
  Junjie Chen, Qingwei Lin, ...
  
  ICSE‘19, Software Engineering In Practice | May 2019
  
  Publication
- Outage Prediction and Diagnosis for Cloud Service Systems
  
  Yujun Chen, Xian Yang, Qingwei Lin 林庆维, Hongyu Zhang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang, Hang Dong, Yong Xu, Hao Li, Yu Kang
  
  2019 The Web Conference | May 2019
  
  PDF DOI
- FANDA: A Novel Approach to Perform Follow-up Query Analysis
  
  Qian LIU, Bei Chen, Jian-Guang Lou, Ge JIN, Dongmei Zhang
  
  AAAI19 | January 2019
  
  Publication Project
- Automated Refactoring of Nested-IF Formulae in Spreadsheets
  
  Jie Zhang, Shi Han, Dan Hao, Lu Zhang, Dongmei Zhang
  
  Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'18 industrial track) | November 2018
  
  Author's Version DOI Project
- YADING: Fast Clustering of Large-Scale Time Series Data
  
  Rui Ding, Qiang Wang, Qiang Wang, Yingnong Dang, Qiang Fu, Haidong Zhang, Dongmei Zhang, Rui Ding
  
  September 2015
  
  Publication
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure
  
  Xi Chen, Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Chao Du, Xi Cheng, Hangxin Liu, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  September 2024
  
  Preprint
- FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information
  
  Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- Towards Natural Language-Based Visualization Authoring
  
  Yun Wang, Zhitao Hou, Leixian Shen, Tongshuang Wu, Jiaqi Wang, He Huang, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2022
  
  Publication PDF Preprint DOI
- Investigating the Role and Interplay of Narrations and Animations in Data Videos
  
  Hao Cheng, Junhong Wang, Yun Wang, Bongshin Lee, Haidong Zhang, Dongmei Zhang
  
  Computer Graphics Forum (Proceedings of EuroVis 2022) | June 2022
  
  Publication Project
- GridBook: Natural Language Formulas for the Spreadsheet Grid
  
  Sruti Srinivasa Ragavan, Zhitao Hou, Yun Wang, Andy Gordon, Haidong Zhang, Dongmei Zhang
  
  International Conference on Intelligent User Interfaces | March 2022
  
  Publication Project Project
- A Mixed-Initiative Approach to Reusing Infographic Charts
  
  Weiwei Cui, Jinpeng Wang, He Huang, Yun Wang, Chin-Yew Lin, Haidong Zhang, Dongmei Zhang
  
  September 2021
  
  IEEE VIS 2021
- Table2Charts: Recommending Charts by Learning Shared Table Representations
  
  Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
  
  The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
  
  PDF DOI Project
- AI4VIS: Survey on Artificial Intelligence Approaches for Data Visualization
  
  Aoyu Wu, Yun Wang, Xinhuan Shu, Dominik Moritz, Weiwei Cui, Haidong Zhang, Dongmei Zhang, Huamin Qu
  
  IEEE Transactions on Visualization and Computer Graphics (Early Access) | July 2021
  
  Publication Publication
- Animated Presentation of Static Infographics with InfoMotion
  
  Yun Wang, Yi Gao, Ray Huang, Weiwei Cui, Haidong Zhang, Dongmei Zhang
  
  Computer Graphics Forum | June 2021
  
  Publication Project
- Returning to the Office During the COVID-19 Pandemic Recovery: Early Indicators from China
  
  Yun Wang, Ying Liu, Weiwei Cui, John Tang, Haidong Zhang, Doug Walston, Dongmei Zhang
  
  Extended Abstracts of the CHI 2021 Conference on Human Factors in Computing Systems | May 2021
  
  Publication Project Project
- Retrieve-Then-Adapt: Example-based Automatic Generation for Proportion-related Infographics
  
  Chunyao Qian, Shizhao Sun, Weiwei Cui, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | January 2021, Vol 27(2): pp. 443-452
  
  DOI Publication Publication Publication
- Chartem: Reviving Chart Images with Data Embedding
  
  Jiayun Fu, Bin Benjamin Zhu, Weiwei Cui, Song Ge, Yun Wang, Haidong Zhang, Ray Huang, Yuanyuan Tang, Dongmei Zhang, Xiaojing Ma
  
  IEEE Transactions on Visualization and Computer Graphics | November 2020
  
  Publication
- Practices around Working from Home and Early Indicators on Returning to Work after the COVID-19 Pandemic: Data from Microsoft China
  
  Yun Wang, Ying Liu, Weiwei Cui, John Tang, Haidong Zhang, Doug Walston, Dongmei Zhang
  
  August 2020
  
  Publication Project Project
- DataShot: Automatic Generation of Fact Sheets from Tabular Data
  
  Yun Wang, Zhida Sun (intern), Haidong Zhang, Weiwei Cui, Ke Xu (intern), Xiaojuan Ma, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2019
  
  Publication
- Text-to-Viz: Automatic Generation of Infographics from Proportion-Related Natural Language Statements
  
  Weiwei Cui, Xiaoyu Zhang, Yun Wang, Ray Huang, Bei Chen, Lei Fang, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2019
  
  Publication Project
- InfoNice: Easy Creation of Information Graphics
  
  Yun Wang, Haidong Zhang, Ray Huang, Xi Chen, Qiufeng Yin, Zhitao Hou, Dongmei Zhang, Qiong Luo, Huamin Qu
  
  ACM CHI Conference on Human Factors in Computing Systems | April 2018
  
  Publication
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- UFO: A UI-Focused Agent for Windows OS Interaction
  
  Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  NAACL'25 | April 2025
  
  Publication
- CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing
  
  Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint
- PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning
  
  Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint
- Automatic Root Cause Analysis via Large Language Models for Cloud Incidents
  
  Yinfang Chen, Huaibing Xie, Minghua Ma, Yu Kang, Xin Gao, Liu Shi, Yunjie Cao, Xue‐Chao Gao, Hao Fan, Ming Wen, Jun Zeng, Supriyo GHOSH, Xuchao Zhang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  EuroSys'24 | April 2024
  
  Publication
- Xpert: Empowering Incident Management with Query Recommendations via Large Language Models
  
  Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE'24 | February 2024
  
  Publication Project Project
- UniLog: Automatic Logging via LLM and In-Context Learning
  
  Junjielong Xu, Ziang Cui, Yuan Zhao, Xu Zhang, Shilin He, Pinjia He, Liqun Li, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  ICSE 2024 | February 2024
  
  Publication Project Project
- STEAM: Observability-Preserving Trace Sampling
  
  Shilin He, Botao Feng, Liqun Li, Xu Zhang, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  Publication Project Project
- Assess and Summarize: Improve Outage Understanding with Large Language Models
  
  Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  DOI Publication Publication Project Project
- Conservative State Value Estimation for Offline Reinforcement Learning
  
  Liting Chen, Jie Yan, Zhengdao Shao, Lu Wang, Qingwei Lin 林庆维, Dongmei Zhang
  
  NeurIPS 2023 | October 2023
  
  DOI Publication PDF
- Incident-aware Duplicate Ticket Aggregation for Cloud Systems
  
  Jinyang Liu, Shilin He, Zhuangbin Chen, Liqun Li, Yu Kang, Xu Zhang, Pinjia He, Hongyu Zhang, Qingwei Lin 林庆维, Zhangwei Xu, Saravan Rajmohan, Dongmei Zhang, Michael R. Lyu
  
  ICSE 2023 | May 2023
  
  DOI Publication PDF Project Project
- CONAN: Diagnosing Batch Failures for Cloud Systems
  
  Liqun Li, Xu Zhang, Shilin He, Yu Kang, Hongyu Zhang, Minghua Ma, Yingnong Dang, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2023 SEIP | May 2023
  
  Publication Project
- NENYA: Cascade Reinforcement Learning for Cost-Aware Failure Mitigation at Microsoft 365
  
  Lu Wang, Pu Zhao, Chao Du, Chuan Luo, Mengna Su, Fangkai Yang, Yudong Liu, Qingwei Lin 林庆维, Min Wang, Yingnong Dang, Hongyu Zhang, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication Project Project
- SPINE: A Scalable Log Parser with Feedback Guidance
  
  Xuheng Wang, Xu Zhang, Liqun Li, Shilin He, Hongyu Zhang, Yudong Liu, Lingling Zheng, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  2022 Foundations of Software Engineering (FSE) | July 2022
  
  SIGSOFT Distinguished Paper Award
  
  Publication Project Project
- An Intelligent Framework for Timely, Accurate, and Comprehensive Cloud Incident Detection
  
  Yichen Li, Xu Zhang, Shilin He, Zhuangbin Chen, Yu Kang, Jinyang Liu, Liqun Li, Yingnong Dang, Feng Gao, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  ACM SIGOPS Operating Systems Review | June 2022, Vol 56(1): pp. 1-7
  
  DOI Project Project
- Testing Machine Learning Systems in Industry: An Empirical Study
  
  Shuyue Li, Jiaqi Guo, Jian-Guang Lou, Ming Fan, Ting Liu, Dongmei Zhang
  
  ICSE 2022 | May 2022
  
  Publication
- Spot Virtual Machine Eviction Prediction in Microsoft Cloud
  
  Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW'22 Companion | April 2022
  
  Publication
- UniParser: A Unified Log Parser for Heterogeneous Log Data
  
  Yudong Liu, Xu Zhang, Shilin He, Hongyu Zhang, Liqun Li, Yu Kang, Yong Xu, Minghua Ma, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  DOI Project Project
- GridBook: Natural Language Formulas for the Spreadsheet Grid
  
  Sruti Srinivasa Ragavan, Zhitao Hou, Yun Wang, Andy Gordon, Haidong Zhang, Dongmei Zhang
  
  International Conference on Intelligent User Interfaces | March 2022
  
  Publication Project Project
- On the Evaluation of Neural Code Summarization
  
  Ensheng Shi, Yanlin Wang, Lun Du, Junjie Chen, Shi Han, Hongyu Zhang, Dongmei Zhang, Hongbin Sun
  
  International Conference on Software Engineering (ICSE'22) | February 2022
  
  Preprint
- Can neural clone detection generalize to unseen functionalities?
  
  Chenyao Liu, Jian-Guang Lou, Zeqi Lin, Lijie Wen, Dongmei Zhang
  
  2021 Automated Software Engineering | November 2021
  
  Author's Version
- CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
  
  Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
  
  EMNLP 2021 | November 2021
  
  Publication
- How Long Will it Take to Mitigate this Incident for Online Service Systems
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2021 International Symposium on Software Reliability Engineering | September 2021
  
  Best Research Paper
  
  Publication
- How Long Will it Take to Mitigate this Incident for Online Service Systems?
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  ISSRE'21 | September 2021
  
  Best Research Paper
  
  Publication Project Project
- Fighting the Fog of War: Automated Incident Detection for Cloud Systems
  
  Liqun Li, Xu Zhang, Xin Zhao, Hongyu Zhang, Yu Kang, Pu Zhao, Bo Qiao, Shilin He, Pochian Lee, Jeffrey Sun, Feng Gao, Li Yang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Zhangwei Xu, Dongmei Zhang
  
  2021 USENIX Annual Technical Conference (USENIX ATC'21) | August 2021
  
  Publication Project Project
- On the Evaluation of Commit Message Generation Models: An Experimental Study
  
  Wei Tao, Yanlin Wang, Ensheng Shi, Lun Du, Shi Han, Hongyu Zhang, Dongmei Zhang, Wenqiang Zhang
  
  Proceedings of IEEE International Conference on Software Maintenance and Evolution (ICSME '21) | July 2021
  
  Publication
- Semantic Table Structure Identification in Spreadsheets
  
  Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan
  
  ISSTA | July 2021
  
  Author's Version Project
- F3: Fault Forecasting Framework for Cloud Systems
  
  Pu Zhao, Chuan Luo, Bo Qiao, Youjiang Wu, Yingnong Dang, Murali Chintalapati, Susy Yi, Paul Wang, Andrew Zhou, Saravanakumar Rajmohan, Qingwei Lin, Dongmei Zhang
  
  May 2021
  
  Publication Project
- LibDB: An Effective and Efficient Framework for Detecting Third-Party Libraries in Binaries
  
  Wei Tang, Yanlin Wang, Hongyu Zhang, Shi Han, Ping Luo, Dongmei Zhang
  
  ICSE 2022 | April 2021
  
  Publication Publication
- How Incidental are the Incidents? Characterizing and Prioritizing Incidents for Large-Scale Online Service Systems
  
  Junjie Chen, Shu Zhang, Xiaoting He, Qingwei Lin 林庆维, Hongyu Zhang, Dan Hao, Yu Kang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Automated Software Engineering | December 2020
  
  DOI Project
- Towards intelligent incident management: why we need it and how we make it
  
  Zhuangbin Chen, Yu Kang, Liqun Li, Xu Zhang, Hongyu Zhang, Hui Xu, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Yingnong Dang, Feng Gao, Pu Zhao, Bo Qiao, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- How to mitigate the incident? an effective troubleshooting guide recommendation technique for online service systems.
  
  Jiajun Jiang, Weihai Lu, Junjie Chen, Qingwei Lin 林庆维, Pu Zhao, Yu Kang, Hongyu Zhang, Yingfei Xiong, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- Identifying linked incidents in large-scale online service systems
  
  Yujun Chen, Xian Yang, Hang Dong, Xiaoting He, Hongyu Zhang, Qingwei Lin 林庆维, Junjie Chen, Pu Zhao, Yu Kang, Feng Gao, Zhangwei Xu, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  Publication DOI
- Efficient incident identification from multi-dimensional issue reports via meta-heuristic search
  
  Jiazhen Gu, Chuan Luo, Si Qin, Bo Qiao, Qingwei Lin 林庆维, Hongyu Zhang, Ze Li, Yingnong Dang, Shaowei Cai, Wei Wu, Yangfan Zhou, Murali Chintalapati, Dongmei Zhang
  
  ESEC/FSE'20 | November 2020
  
  DOI Publication Project
- Efficient Customer Incident Triage via Linking with System Incidents
  
  Jiazhen Gu, Jiaqi Wen, Zijian Wang, Pu Zhao, Chuan Luo, Yu Kang, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Bo Qiao, Liqun Li, Qingwei Lin, Dongmei Zhang
  
  The 28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'20 Industry) | November 2020
  
  DOI
- CoCoGUM: Contextual Code Summarization with Multi-Relational GNN on UMLs
  
  Yanlin Wang, Lun Du, Ensheng Shi, Yuxuan Hu, Shi Han, Dongmei Zhang
  
  MSR-TR-2020-16 | May 2020
  
  Published by Microsoft
  
  Publication
- An Empirical Investigation of Incident Triage for Online Service Systems
  
  Junjie Chen, Qingwei Lin, ...
  
  ICSE‘19, Software Engineering In Practice | May 2019
  
  Publication
- Outage Prediction and Diagnosis for Cloud Service Systems
  
  Yujun Chen, Xian Yang, Qingwei Lin 林庆维, Hongyu Zhang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang, Hang Dong, Yong Xu, Hao Li, Yu Kang
  
  2019 The Web Conference | May 2019
  
  PDF DOI
- Automated Refactoring of Nested-IF Formulae in Spreadsheets
  
  Jie Zhang, Shi Han, Dan Hao, Lu Zhang, Dongmei Zhang
  
  Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'18 industrial track) | November 2018
  
  Author's Version DOI Project
- Experience report on applying software analytics in incident management of online service
  
  Jian-Guang Lou, Qingwei Lin 林庆维, ...
  
  Automated Software Engineering | December 2017, Vol 24: pp. 905-941
  
  Publication
- iDice: Problem Identification for Emerging Issues
  
  Qingwei Lin 林庆维, Jian-Guang Lou, Hongyu Zhang, Dongmei Zhang
  
  ICSE 2016 | January 2016
  
  Publication
- CodeHow: Effective Code Search based on API Understanding and Extended Boolean Model
  
  Fei LV, hongyu zhang, Jian-Guang Lou, Shaowei WANG, Dongmei Zhang, Jianjun ZHAO, jianjun zhao
  
  Automated Software Engineering (ASE2015) | August 2015
  
  Author's Version
- Log2: A Cost-Aware Logging Mechanism for Performance Diagnosis
  
  Rui Ding, ..., Qingwei Lin 林庆维, ...
  
  USENIX ATC | July 2015
  
  Publication
- Where Do Developers Log? An Empirical Study on Logging Practices in Industry
  
  Qiang Fu, ..., Qingwei Lin 林庆维, ...
  
  ICSE 2014 | July 2014
  
  Publication
- Mining Historical Issue Repositories to Heal Large-Scale Online Service Systems
  
  Rui Ding, ..., Qingwei Lin 林庆维, ...
  
  DSN | July 2014
  
  Publication
- Identifying Recurrent and Unknown Performance Issues
  
  Jian-Guang LOU, Meng-Hui Lim, Jian-Guang LOU, Qingwei Lin 林庆维, ...
  
  ICDM | July 2014
  
  Publication
- Correlating Events with Time Series for Incident Diagnosis
  
  Chen Luo, Jian-Guang Lou, Qingwei Lin 林庆维, Qiang Fu, Justin Ding, Dongmei Zhang, Zhe Wang
  
  SigKDD'14 | July 2014
  
  Publication
- Software Analytics for Incident Management of Online Services: An Experience Report
  
  Jian-Guang Lou, Qingwei Lin 林庆维, ...
  
  ASE | November 2013
  
  Publication
- Contextual Analysis of Program Logs for Understanding System Behaviors
  
  Qiang Fu, ..., Qingwei Lin 林庆维, ...
  
  ... | July 2013
  
  Publication
- “Can I Clone This Piece of Code Here?”
  
  Xiaoyin Wang, Yingnong Dang, Lu Zhang, Dongmei Zhang, Erica Lan, Hong Mei
  
  27th IEEE/ACM International Conference on Automated Software Engineering | September 2012
  
  Publication
- Healing Online Service Systems via Mining Historical Issue Repositories
  
  Rui Ding, ..., Qingwei Lin 林庆维, ...
  
  ASE 2012 | July 2012
  
  Publication
- Performance Issue Diagnosis for Online Service Systems
  
  Qiang Fu, ..., Qingwei Lin 林庆维, ...
  
  the 31st International Symposium on Reliable Distributed Systems (SRDS'12) | January 2012
  
  Publication
- Code Clone Detection Experience at Microsoft
  
  Yingnong Dang, Dongmei Zhang
  
  Proceedings of the 5th International Workshop on Software Clones | May 2011
  
  Publication
- ProtoRAIL: A Risk-cognizant Imitation Agent for Adaptive vCPU Oversubscription In The Cloud
  
  Lu Wang, Mayukh Das, Fangkai Yang, Bo Qiao, Hang Dong, Si Qin, Victor Ruehle, Chetan Bansal, Eli Cortez, Íñigo Goiri, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  MLSys'25 | May 2025
  
  Publication
- UFO: A UI-Focused Agent for Windows OS Interaction
  
  Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  NAACL'25 | April 2025
  
  Publication
- Deoxys: A Causal Inference Engine for Unhealthy Node Mitigation in Large-scale Cloud Infrastructure
  
  Chaoyun Zhang, Randolph Yao, Si Qin, Ze Li, Shekhar Agrawal, Binit R. Mishra, Tri Tran, Minghua Ma, Qingwei Lin 林庆维, Murali Chintalapati, Dongmei Zhang
  
  SOCC'24 | November 2024
  
  Publication Publication
- COIN: Chance-Constrained Imitation Learning for Safe and Adaptive Resource Oversubscription under Uncertainty
  
  Lu Wang, Mayukh Das, Fangkai Yang, Chao Du, Bo Qiao, Hang Dong, Chetan Bansal, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Qi Zhang
  
  CIKM'24 | October 2024
  
  PDF
- Large Language Models Can Provide Accurate and Interpretable Incident Triage
  
  Zexin Wang, Minghua Ma, Ze Li, Chetan Bansal, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  2024 International Symposium on Software Reliability Engineering | August 2024
  
  Publication
- Automatic Root Cause Analysis via Large Language Models for Cloud Incidents
  
  Yinfang Chen, Huaibing Xie, Minghua Ma, Yu Kang, Xin Gao, Liu Shi, Yunjie Cao, Xue‐Chao Gao, Hao Fan, Ming Wen, Jun Zeng, Supriyo GHOSH, Xuchao Zhang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  EuroSys'24 | April 2024
  
  Publication
- Xpert: Empowering Incident Management with Query Recommendations via Large Language Models
  
  Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE'24 | February 2024
  
  Publication Project Project
- UniLog: Automatic Logging via LLM and In-Context Learning
  
  Junjielong Xu, Ziang Cui, Yuan Zhao, Xu Zhang, Shilin He, Pinjia He, Liqun Li, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  ICSE 2024 | February 2024
  
  Publication Project Project
- Assess and Summarize: Improve Outage Understanding with Large Language Models
  
  Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  DOI Publication Publication Project Project
- Conservative State Value Estimation for Offline Reinforcement Learning
  
  Liting Chen, Jie Yan, Zhengdao Shao, Lu Wang, Qingwei Lin 林庆维, Dongmei Zhang
  
  NeurIPS 2023 | October 2023
  
  DOI Publication PDF
- How Different are the Cloud Workloads? Characterizing Large-Scale Private and Public Cloud Workloads
  
  Xiaoting Qin, Minghua Ma, Yueng Zhao, Jue Zhang, Chao Du, Yudong Liu, A. Parayil, Chetan Bansal, Saravan Rajmohan, Íñigo Goiri, Eli Cortez, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang
  
  DSN'23 | June 2023
  
  Publication
- Incident-aware Duplicate Ticket Aggregation for Cloud Systems
  
  Jinyang Liu, Shilin He, Zhuangbin Chen, Liqun Li, Yu Kang, Xu Zhang, Pinjia He, Hongyu Zhang, Qingwei Lin 林庆维, Zhangwei Xu, Saravan Rajmohan, Dongmei Zhang, Michael R. Lyu
  
  ICSE 2023 | May 2023
  
  DOI Publication PDF Project Project
- CONAN: Diagnosing Batch Failures for Cloud Systems
  
  Liqun Li, Xu Zhang, Shilin He, Yu Kang, Hongyu Zhang, Minghua Ma, Yingnong Dang, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2023 SEIP | May 2023
  
  Publication Project
- Snape: Reliable and Low-Cost Computing with Mixture of Spot and On-Demand VMs
  
  Fangkai Yang, Lu Wang, Zhenyu Xu, Jue Zhang, Liqun Li, Bo Qiao, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Terry Yang, Victor Ruehle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ASPLOS'23 | March 2023
  
  Publication
- Solving the Batch Stochastic Bin Packing Problem in Cloud: A Chance-constrained Optimization Approach
  
  Jie Yan, Yunlei Lu, Liting Chen, Si Qin, Yixin Fang, Qingwei Lin 林庆维, Thomas Moscibroda, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD'22 | August 2022
  
  Publication Project Project
- NENYA: Cascade Reinforcement Learning for Cost-Aware Failure Mitigation at Microsoft 365
  
  Lu Wang, Pu Zhao, Chao Du, Chuan Luo, Mengna Su, Fangkai Yang, Yudong Liu, Qingwei Lin 林庆维, Min Wang, Yingnong Dang, Hongyu Zhang, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication Project Project
- SPINE: A Scalable Log Parser with Feedback Guidance
  
  Xuheng Wang, Xu Zhang, Liqun Li, Shilin He, Hongyu Zhang, Yudong Liu, Lingling Zheng, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  2022 Foundations of Software Engineering (FSE) | July 2022
  
  SIGSOFT Distinguished Paper Award
  
  Publication Project Project
- An Intelligent Framework for Timely, Accurate, and Comprehensive Cloud Incident Detection
  
  Yichen Li, Xu Zhang, Shilin He, Zhuangbin Chen, Yu Kang, Jinyang Liu, Liqun Li, Yingnong Dang, Feng Gao, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  ACM SIGOPS Operating Systems Review | June 2022, Vol 56(1): pp. 1-7
  
  DOI Project Project
- Spot Virtual Machine Eviction Prediction in Microsoft Cloud
  
  Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW'22 Companion | April 2022
  
  Publication
- UniParser: A Unified Log Parser for Heterogeneous Log Data
  
  Yudong Liu, Xu Zhang, Shilin He, Hongyu Zhang, Liqun Li, Yu Kang, Yong Xu, Minghua Ma, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  DOI Project Project
- DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
  
  Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2022 | January 2022
  
  Publication Project Project
- HALO: Hierarchy-aware Fault Localization for Cloud Systems
  
  Xu Zhang, Chao Du, Yifan Li, Yong Xu, Hongyu Zhang, Si Qin, Ze Li, Qingwei Lin 林庆维, Yingnong Dang, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang
  
  SigKDD'21 Applied Data Science Track | October 2021
  
  Publication PDF Project Project
- How Long Will it Take to Mitigate this Incident for Online Service Systems
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2021 International Symposium on Software Reliability Engineering | September 2021
  
  Best Research Paper
  
  Publication
- How Long Will it Take to Mitigate this Incident for Online Service Systems?
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  ISSRE'21 | September 2021
  
  Best Research Paper
  
  Publication Project Project
- Onion: Identifying Incident-indicating Logs for Cloud Systems
  
  Xu Zhang, Yong Xu, Si Qin, Shilin He, Bo Qiao, Ze Li, Hongyu Zhang, Xukun Li, Yingnong Dang, Qingwei Lin 林庆维, Murali Chintalapati, Saravanakumar Rajmohan, Dongmei Zhang
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Intelligent container reallocation at Microsoft 365
  
  Bo Qiao, Fangkai Yang, Chuan Luo, Yanan Wang, Johnny Li, Qingwei Lin 林庆维, Hongyu Zhang, Mohit Datta, Andrew Zhou, Thomas Moscibroda, Saravanakumar Rajmohan, Dongmei Zhang
  
  2021 Foundations of Software Engineering | August 2021
  
  DOI Project Project
- Fighting the Fog of War: Automated Incident Detection for Cloud Systems
  
  Liqun Li, Xu Zhang, Xin Zhao, Hongyu Zhang, Yu Kang, Pu Zhao, Bo Qiao, Shilin He, Pochian Lee, Jeffrey Sun, Feng Gao, Li Yang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Zhangwei Xu, Dongmei Zhang
  
  2021 USENIX Annual Technical Conference (USENIX ATC'21) | August 2021
  
  Publication Project Project
- F3: Fault Forecasting Framework for Cloud Systems
  
  Pu Zhao, Chuan Luo, Bo Qiao, Youjiang Wu, Yingnong Dang, Murali Chintalapati, Susy Yi, Paul Wang, Andrew Zhou, Saravanakumar Rajmohan, Qingwei Lin, Dongmei Zhang
  
  May 2021
  
  Publication Project
- Prediction-Guided Design for Software Systems
  
  Si Qin, Yong Xu, Shandan Zhou, Qingwei Lin 林庆维, Hongyu Zhang, Saurabh Agarwal, Karthikeyan Subramanian, Eli Cortez, John Miller, Chris Cowdery, Shanti Kemburu, Dongmei Zhang, Thomas Moscibroda
  
  Cloud Intelligence Workshop, AAAI 2020 | January 2020
  
  Publication
- Systematically Ensuring The Confidence of Real Time Home Automation IoT Systems
  
  Lei Bu, Wen Xiong, Chieh-Jan Mike Liang, Shi Han, Shan Lin, Dongmei Zhang, Xuandong Li
  
  TCPS (ACM Transactions on Cyber-Physical Systems) | June 2018
  
  Publication
- Systematically Debugging IoT Control System Correctness for Building Automation
  
  Chieh-Jan Mike Liang, Lei Bu, Zhao Lucis Li, Junbei Zhang, Shi Han, Börje F. Karlsson, Dongmei Zhang, Feng Zhao
  
  BuildSys (ACM Conference on Systems for Energy-Efficient Built Environments) | November 2016
  
  Publication
- Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems
  
  Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information
  
  Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- LibDB: An Effective and Efficient Framework for Detecting Third-Party Libraries in Binaries
  
  Wei Tang, Yanlin Wang, Hongyu Zhang, Shi Han, Ping Luo, Dongmei Zhang
  
  ICSE 2022 | April 2021
  
  Publication Publication
- HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
  
  Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
  
  ACL 2022 Main Track | May 2022
  
  Publication Project
- Is a Single Model Enough? MuCoS: A Multi-Model Ensemble Learning Approach for Semantic Code Search
  
  Lun Du, Xiaozhou Shi, Yanlin Wang, Ensheng Shi, Shi Han, Dongmei Zhang
  
  Proceedings of ACM International Conference on Information and Knowledge Management (CIKM'21) | November 2021
  
  Publication
- CodeHow: Effective Code Search based on API Understanding and Extended Boolean Model
  
  Fei LV, hongyu zhang, Jian-Guang Lou, Shaowei WANG, Dongmei Zhang, Jianjun ZHAO, jianjun zhao
  
  Automated Software Engineering (ASE2015) | August 2015
  
  Author's Version
- Retrieve-Then-Adapt: Example-based Automatic Generation for Proportion-related Infographics
  
  Chunyao Qian, Shizhao Sun, Weiwei Cui, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | January 2021, Vol 27(2): pp. 443-452
  
  DOI Publication Publication Publication
- Retrieve-Then-Adapt: Example-based Automatic Generation for Proportion-related Infographics
  
  Chunyao Qian, Shizhao Sun, Weiwei Cui, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE VIS 2020 | October 2020
  
  Publication
- Practices around Working from Home and Early Indicators on Returning to Work after the COVID-19 Pandemic: Data from Microsoft China
  
  Yun Wang, Ying Liu, Weiwei Cui, John Tang, Haidong Zhang, Doug Walston, Dongmei Zhang
  
  August 2020
  
  Publication Project Project

- GUI-Actor: Coordinate-Free Visual Grounding for GUI Agents
  
  Qianhui Wu, Kanzhi Cheng, Rui Yang, Chaoyun Zhang, Jianwei Yang, Huiqiang Jiang, Jian Mu, Baolin Peng, Bo Qiao, Reuben Tan, Si Qin, Lars Liden, Qingwei Lin 林庆维, Huan Zhang, Tong Zhang, Jianbing Zhang, Dongmei Zhang, Jianfeng Gao
  
  ArXiv | June 2025
  
  Publication Project
- MEETING DELEGATE: Benchmarking LLMs on Attending Meetings on Our Behalf
  
  Lingxiang Hu, Shurun Yuan, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  February 2025
  
  Publication
- Enabling Autonomic Microservice Management through Self-Learning Agents
  
  Fenglin Yu, Fangkai Yang, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Hongyu Zhang, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  January 2025
  
  Preprint
- Sharingan: Extract user action sequence from desktop recordings
  
  Yanting Chen, Yi Ren, Xiaoting Qin, Jue Zhang, Kehong Yuan, Lu Han, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  November 2024
  
  Preprint
- FXAM: A unified and fast interpretable model for predictive analytics
  
  Yuanyuan Jiang, Rui Ding, Tianchi Qiao, Yunan Zhu, Shi Han, Dongmei Zhang
  
  Expert Systems with Applications | October 2024, Vol 252
  
  Publication
- AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure
  
  Xi Chen, Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Chao Du, Xi Cheng, Hangxin Liu, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  September 2024
  
  Preprint
- The Vision of Autonomic Computing: Can LLMs Make It a Reality?
  
  Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Gong Cheng, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  July 2024
  
  Preprint
- Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation
  
  Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Minghua Ma, Wei Zhang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ArXiv | November 2023, Vol abs/2311.04254
  
  DOI Publication Publication
- CoCoAST: Representing Source Code via Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
  
  Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
  
  Empirical Software Engineering | October 2023
  
  DOI
- An Intelligent Framework for Timely, Accurate, and Comprehensive Cloud Incident Detection
  
  Yichen Li, Xu Zhang, Shilin He, Zhuangbin Chen, Yu Kang, Jinyang Liu, Liqun Li, Yingnong Dang, Feng Gao, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  ACM SIGOPS Operating Systems Review | June 2022, Vol 56(1): pp. 1-7
  
  DOI Project Project
- Investigating the Role and Interplay of Narrations and Animations in Data Videos
  
  Hao Cheng, Junhong Wang, Yun Wang, Bongshin Lee, Haidong Zhang, Dongmei Zhang
  
  Computer Graphics Forum (Proceedings of EuroVis 2022) | June 2022
  
  Publication Project
- Aesthetics++: Refining Graphic Designs by Exploring Design Principles and Human Preference
  
  Wenyuan Kong, Zhaoyun Jiang, Shizhao Sun, Zhuoning Guo, Weiwei Cui, Ting Liu, Jian-Guang Lou, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | February 2022
  
  Preprint
- AI4VIS: Survey on Artificial Intelligence Approaches for Data Visualization
  
  Aoyu Wu, Yun Wang, Xinhuan Shu, Dominik Moritz, Weiwei Cui, Haidong Zhang, Dongmei Zhang, Huamin Qu
  
  IEEE Transactions on Visualization and Computer Graphics (Early Access) | July 2021
  
  Publication Publication
- Animated Presentation of Static Infographics with InfoMotion
  
  Yun Wang, Yi Gao, Ray Huang, Weiwei Cui, Haidong Zhang, Dongmei Zhang
  
  Computer Graphics Forum | June 2021
  
  Publication Project
- Retrieve-Then-Adapt: Example-based Automatic Generation for Proportion-related Infographics
  
  Chunyao Qian, Shizhao Sun, Weiwei Cui, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | January 2021, Vol 27(2): pp. 443-452
  
  DOI Publication Publication Publication
- Chartem: Reviving Chart Images with Data Embedding
  
  Jiayun Fu, Bin Benjamin Zhu, Weiwei Cui, Song Ge, Yun Wang, Haidong Zhang, Ray Huang, Yuanyuan Tang, Dongmei Zhang, Xiaojing Ma
  
  IEEE Transactions on Visualization and Computer Graphics | November 2020
  
  Publication
- DataShot: Automatic Generation of Fact Sheets from Tabular Data
  
  Yun Wang, Zhida Sun (intern), Haidong Zhang, Weiwei Cui, Ke Xu (intern), Xiaojuan Ma, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2019
  
  Publication
- Text-to-Viz: Automatic Generation of Infographics from Proportion-Related Natural Language Statements
  
  Weiwei Cui, Xiaoyu Zhang, Yun Wang, Ray Huang, Bei Chen, Lei Fang, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2019
  
  Publication Project
- Systematically Ensuring The Confidence of Real Time Home Automation IoT Systems
  
  Lei Bu, Wen Xiong, Chieh-Jan Mike Liang, Shi Han, Shan Lin, Dongmei Zhang, Xuandong Li
  
  TCPS (ACM Transactions on Cyber-Physical Systems) | June 2018
  
  Publication
- Experience report on applying software analytics in incident management of online service
  
  Jian-Guang Lou, Qingwei Lin 林庆维, ...
  
  Automated Software Engineering | December 2017, Vol 24: pp. 905-941
  
  Publication
- TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
  
  Xinyi He, Yihao Liu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models
  
  Deyin Yi, Yihao Liu, Lang Cao, Mengyu Zhou, Haoyu Dong, Shi Han, Dongmei Zhang
  
  The 63rd Annual Meeting of the Association for Computational Linguistics (ACL '25) | July 2025
  
  Preprint Project
- Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables
  
  Qixu Chun, Yeye He (yeyehe), Weiwei Cui, Song Ge, Haidong Zhang, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2025 | June 2025
  
  Publication
- Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval
  
  Yuanmin Tang, Xiaoting Qin, Jue Zhang, Jing Yu, Gaopeng Gou, Gang Xiong, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Wu
  
  CVPR'25 | June 2025
  
  Preprint
- ProtoRAIL: A Risk-cognizant Imitation Agent for Adaptive vCPU Oversubscription In The Cloud
  
  Lu Wang, Mayukh Das, Fangkai Yang, Bo Qiao, Hang Dong, Si Qin, Victor Ruehle, Chetan Bansal, Eli Cortez, Íñigo Goiri, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  MLSys'25 | May 2025
  
  Publication
- Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal Learning
  
  Jiaru Zhang, Rui Ding, Qiang Fu, Huang Bojun, Zizhen Deng, Yang Hua, Haibing Guan, Shi Han, Dongmei Zhang
  
  Artificial Intelligence and Statistics 2025 | May 2025
  
  Publication
- AllHands: Ask Me Anything on Large-scale Verbatim Feedback via Large Language Models
  
  Chaoyun Zhang, Zicheng Ma, Yuhao Wu, Shilin He, Si Qin, Minghua Ma, Xiaoting Qin, Yu Kang, Yuyi Liang, Xiaoyu Gou, Yajie Xue, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  ICDE'25 | May 2025
  
  Preprint
- RuAG: Learned-rule-augmented Generation for Large Language Models
  
  Yudi Zhang, Pei Xiao, Lu Wang, Chaoyun Zhang, Meng Fang, Yali Du, Yevgeniy Puzyrev, Randolph Yao, Si Qin, Qingwei Lin 林庆维, Mykola Pechenizkiy, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  ICLR'25 | April 2025
  
  Publication
- UFO: A UI-Focused Agent for Windows OS Interaction
  
  Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
  
  NAACL'25 | April 2025
  
  Publication
- SpreadsheetLLM: Encoding Spreadsheets for Large Language Models
  
  Haoyu Dong, Yuzhang Tian, Jianbo Zhao, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  Preprint Project
- Deoxys: A Causal Inference Engine for Unhealthy Node Mitigation in Large-scale Cloud Infrastructure
  
  Chaoyun Zhang, Randolph Yao, Si Qin, Ze Li, Shekhar Agrawal, Binit R. Mishra, Tri Tran, Minghua Ma, Qingwei Lin 林庆维, Murali Chintalapati, Dongmei Zhang
  
  SOCC'24 | November 2024
  
  Publication Publication
- CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing
  
  Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint
- PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning
  
  Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint
- TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning
  
  Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang
  
  The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP '24) | November 2024
  
  PDF Preprint Project
- AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation
  
  Jia Fu, Xiaoting Qin, Fangkai Yang, Lu Wang, Jue Zhang, Qingwei Lin 林庆维, Yubo Chen, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  EMNLP'24 | November 2024
  
  Preprint
- Navigating the Unknown: A Chat-Based Collaborative Interface for Personalized Exploratory Tasks
  
  Yingzhe Peng, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Xu Yang, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  IUI'25 | October 2024
  
  Publication
- Can We Trust Auto-Mitigation? Improving Cloud Failure Prediction with Uncertain Positive Learning
  
  Haozhe Li, Minghua Ma, Chetan Bansal, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  2024 International Symposium on Software Reliability Engineering | October 2024
  
  Publication
- Early Bird: Ensuring Reliability of Cloud Systems Through Early Failure Prediction
  
  Yudong Liu, Minghua Ma, Pu Zhao, Chetan Bansal, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  2024 International Symposium on Software Reliability Engineering | October 2024
  
  Publication
- COIN: Chance-Constrained Imitation Learning for Safe and Adaptive Resource Oversubscription under Uncertainty
  
  Lu Wang, Mayukh Das, Fangkai Yang, Chao Du, Bo Qiao, Hang Dong, Chetan Bansal, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang, Qi Zhang
  
  CIKM'24 | October 2024
  
  PDF
- Scalable Differentiable Causal Discovery in the Presence of Latent Confounders with Skeleton Posterior
  
  Pingchuan Ma, Rui Ding, Qiang Fu, Jiaru Zhang, Shuai Wang, Shi Han, Dongmei Zhang
  
  2024 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining | August 2024
  
  Publication
- Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments
  
  Sitao Cheng, Ziyuan Zhuang, Yong Xu, Fangkai Yang, Chaoyun Zhang, Xiaoting Qin, Xiang Huang, Ling Chen, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang
  
  ACL 2024 | August 2024
  
  Publication
- Everything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation
  
  Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Minghua Ma, Wei Zhang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ACL'24 Findings | August 2024
  
  Publication
- Large Language Models Can Provide Accurate and Interpretable Incident Triage
  
  Zexin Wang, Minghua Ma, Ze Li, Chetan Bansal, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  2024 International Symposium on Software Reliability Engineering | August 2024
  
  Publication
- MonitorAssistant: Simplifying Cloud Service Monitoring via Large Language Models
  
  Zhaoyang Yu, Minghua Ma, Chaoyun Zhang, Si Qin, Yu Kang, Chetan Bansal, Saravan Rajmohan, Yingnong Dang, Changhua Pei, Dan Pei, Qingwei Lin 林庆维, Dongmei Zhang
  
  Foundations of Software Engineering (FSE) | July 2024
  
  DOI Publication
- MonitorAssistant: Simplifying Cloud Service Monitoring via Large Language Models
  
  Zhaoyang Yu, Minghua Ma, Chaoyun Zhang, Si Qin, Yu Kang, Chetan Bansal, Saravan Rajmohan, Yingnong Dang, Changhua Pei, Dan Pei, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE'24 Industry Track | July 2024
  
  Publication Publication
- Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks
  
  Peng Li, Yeye He, Dror Yashar, Weiwei Cui, Song Ge, Haidong Zhang, Danielle Rifinski Fainman, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2024 | June 2024
  
  Publication
- Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations
  
  Sibei Chen, Yeye He, Weiwei Cui, Ju Fan, Song Ge, Haidong Zhang, Dongmei Zhang, Surajit Chaudhuri
  
  SIGMOD 2024 | June 2024
  
  Publication
- KET-QA: A Dataset for Knowledge Enhanced Table Question Answering
  
  Mengkang Hu, Haoyu Dong, Ping Luo, Shi Han, Dongmei Zhang
  
  COLING-LREC'2024 | May 2024
  
  Publication Project
- Automatic Root Cause Analysis via Large Language Models for Cloud Incidents
  
  Yinfang Chen, Huaibing Xie, Minghua Ma, Yu Kang, Xin Gao, Liu Shi, Yunjie Cao, Xue‐Chao Gao, Hao Fan, Ming Wen, Jun Zeng, Supriyo GHOSH, Xuchao Zhang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  EuroSys'24 | April 2024
  
  Publication
- LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression
  
  Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Menglin Xia, Xufang Luo, Jue Zhang, Qingwei Lin 林庆维, Victor Ruehle, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Dongmei Zhang
  
  The 62nd Annual Meeting of the Association for Computational Linguistics (Findings of ACL 2024) | March 2024
  
  Preprint Project
- Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study
  
  Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang
  
  The 17th ACM International Conference on Web Search and Data Mining (WSDM '24) | March 2024
  
  PDF Preprint Project
- Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries
  
  Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 38th Annual AAAI Conference on Artificial Intelligence (AAAI '24) | February 2024
  
  PDF Preprint Project
- Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective
  
  Zexin Wang, Changhua Pei, Minghua Ma, Xin Wang, Zhihan Li, Dan Pei, Saravan Rajmohan, Dongmei Zhang, Qingwei Lin 林庆维, Haiming Zhang, Jianhui Li, Gaogang Xie
  
  TheWebConf'24 | February 2024
  
  DOI Publication
- Xpert: Empowering Incident Management with Query Recommendations via Large Language Models
  
  Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE'24 | February 2024
  
  Publication Project Project
- UniLog: Automatic Logging via LLM and In-Context Learning
  
  Junjielong Xu, Ziang Cui, Yuan Zhao, Xu Zhang, Shilin He, Pinjia He, Liqun Li, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  ICSE 2024 | February 2024
  
  Publication Project Project
- STEAM: Observability-Preserving Trace Sampling
  
  Shilin He, Botao Feng, Liqun Li, Xu Zhang, Yu Kang, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  Publication Project Project
- Assess and Summarize: Improve Outage Understanding with Large Language Models
  
  Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ESEC/FSE 2023 | November 2023
  
  DOI Publication Publication Project Project
- CODEC: Cost-Effective Duration Prediction System for Deadline Scheduling in the Cloud
  
  Haozhe Li, Minghua Ma, Yudong Liu, Si Qin, Bo Qiao, Randolph Yao, Harshwardhan Chaturvedi, Tri Tran, Murali Chintalapati, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ISSRE'23 | October 2023
  
  Publication
- A Parse-Then-Place Approach for Generating Graphic Layouts from Textual Descriptions
  
  Jiawei Lin, Jiaqi Guo, Shizhao Sun, Weijiang Xu, Ting Liu, Jian-Guang Lou, Dongmei Zhang
  
  ICCV 2023 | October 2023
  
  Publication Author's Version
- Conservative State Value Estimation for Offline Reinforcement Learning
  
  Liting Chen, Jie Yan, Zhengdao Shao, Lu Wang, Qingwei Lin 林庆维, Dongmei Zhang
  
  NeurIPS 2023 | October 2023
  
  DOI Publication PDF
- Contextual Self-attentive Temporal Point Process for Physical Decommissioning Prediction of Cloud Assets
  
  Fangkai Yang, Jue Zhang, Lu Wang, Bo Qiao, Di Weng, Xiaoting Qin, Gregory Weber, Durgesh Nandini Das, Srinivasan Rakhunathan, Ranganathan Srikanth, Qingwei Lin 林庆维, Dongmei Zhang
  
  2023 Knowledge Discovery and Data Mining | August 2023
  
  Publication
- Auto-Validate by-History: Auto Program Data Quality Constraints to Validate Recurring Data Pipelines
  
  Dezhan Tu, Yeye He, Weiwei Cui, Song Ge, Haidong Zhang, Shi Han, Dongmei Zhang, Surajit Chaudhuri
  
  KDD 2023 | August 2023
  
  Publication Project
- HermEs: Interactive Spreadsheet Formula Prediction via Hierarchical Formulet Expansion
  
  Wanrong He, Haoyu Dong, Yihuai Gao, Zhichao Fan, Xingzhuo Guo, Zhitao Hou, Xiao Lv, Ran Jia, Shi Han, Dongmei Zhang
  
  ACL 2023 MainTrack | July 2023
  
  Publication
- How Different are the Cloud Workloads? Characterizing Large-Scale Private and Public Cloud Workloads
  
  Xiaoting Qin, Minghua Ma, Yueng Zhao, Jue Zhang, Chao Du, Yudong Liu, A. Parayil, Chetan Bansal, Saravan Rajmohan, Íñigo Goiri, Eli Cortez, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang
  
  DSN'23 | June 2023
  
  Publication
- XInsight: eXplainable Data Analysis Through The Lens of Causality
  
  Pingchuan Ma, Rui Ding, Shuai Wang, Shi Han, Dongmei Zhang
  
  2023 International Conference on Management of Data | June 2023
  
  Publication
- How Do In-Context Examples Affect Compositional Generalization?
  
  Shengnan An, Zeqi Lin, Qiang Fu, Bei Chen, Nanning Zheng, Jian-Guang Lou, Dongmei Zhang
  
  ACL 2023 | June 2023
  
  Publication
- LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction
  
  Zhaoyun Jiang, Jiaqi Guo, Shizhao Sun, Huayu Deng, Zhongkai Wu, Vuksan Mijovic, Zijiang James Yang, Jian-Guang Lou, Dongmei Zhang
  
  CVPR 2023 | June 2023
  
  Publication PDF
- AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks
  
  Xinyi He, Mengyu Zhou, Mingjie Zhou, Jialiang Xu, Xiao Lv, Tianle Li, Yijia Shao, Shi Han, Zejian Yuan, Dongmei Zhang
  
  The 61st Annual Meeting of the Association for Computational Linguistics (ACL '23) | May 2023
  
  PDF Preprint Project
- Incident-aware Duplicate Ticket Aggregation for Cloud Systems
  
  Jinyang Liu, Shilin He, Zhuangbin Chen, Liqun Li, Yu Kang, Xu Zhang, Pinjia He, Hongyu Zhang, Qingwei Lin 林庆维, Zhangwei Xu, Saravan Rajmohan, Dongmei Zhang, Michael R. Lyu
  
  ICSE 2023 | May 2023
  
  DOI Publication PDF Project Project
- CASR: Generating Complex Sequences with Autoregressive Self-Boost Refinement
  
  Hongwei Han, Mengyu Zhou, Shi Han, Xiu Li, Dongmei Zhang
  
  The Eleventh International Conference on Learning Representations (ICLR '23) | May 2023
  
  PDF Publication
- CONAN: Diagnosing Batch Failures for Cloud Systems
  
  Liqun Li, Xu Zhang, Shilin He, Yu Kang, Hongyu Zhang, Minghua Ma, Yingnong Dang, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2023 SEIP | May 2023
  
  Publication Project
- Homophily-oriented Heterogeneous Graph Rewiring
  
  Jiayan Guo, Lun Du, Wendong Bi, Qiang Fu, Xiaojun Ma, Xu Chen, Shi Han, Dongmei Zhang, Yan Zhang
  
  The Web Conference (WWW'23) | April 2023
  
  Preprint
- Robust Mid-Pass Filtering Graph Convolutional Networks
  
  Jincheng Huang, Lun Du, Xu Chen, Qiang Fu, Shi Han, Dongmei Zhang
  
  The Web Conference (WWW'23) | April 2023
  
  Preprint
- ML4C: Seeing Causality Through Latent Vicinity
  
  Haoyue Dai, Rui Ding, Yuanyuan Jiang, Shi Han, Dongmei Zhang
  
  2023 SIAM International Conference on Data Mining | April 2023
  
  Publication
- Learning Cooperative Oversubscription for Cloud by Chance-Constrained Multi-Agent Reinforcement Learning
  
  Junjie Sheng, Lu Wang, Fangkai Yang, Bo Qiao, Hang Dong, Xiangfeng Wang, Bo Jin, Jun Wang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW '23 | April 2023
  
  DOI
- Multi-Agent Reinforcement Learning with Shared Policy for Cloud Quota Management Problem
  
  Tong Cheng, Hang Dong, Lu Wang, Bo Qiao, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Thomas Moscibroda
  
  WWW'23 Companion | April 2023
  
  Publication
- Snape: Reliable and Low-Cost Computing with Mixture of Spot and On-Demand VMs
  
  Fangkai Yang, Lu Wang, Zhenyu Xu, Jue Zhang, Liqun Li, Bo Qiao, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Terry Yang, Victor Ruehle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  ASPLOS'23 | March 2023
  
  Publication
- Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems
  
  Jialiang Xu, Mengyu Zhou, Xinyi He, Shi Han, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information
  
  Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang
  
  The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP '22) | December 2022
  
  PDF Preprint
- Neuron with Steady Response Leads to Better Generalization
  
  Qiang Fu, Lun Du, Haitao Mao, Xu Chen, Wei Fang, Shi Han, Dongmei Zhang
  
  Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS'22) | December 2022
  
  Preprint
- Towards Natural Language-Based Visualization Authoring
  
  Yun Wang, Zhitao Hou, Leixian Shen, Tongshuang Wu, Jiaqi Wang, He Huang, Haidong Zhang, Dongmei Zhang
  
  IEEE Transactions on Visualization and Computer Graphics | November 2022
  
  Publication PDF Preprint DOI
- pureGAM: Learning an Inherently Pure Additive Model
  
  Xingzhi Sun, Ziyu Wang, Rui Ding, Shi Han, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication
- ML4S: Learning Causal Skeleton from Vicinal Graphs
  
  Pingchuan Ma, Rui Ding, Haoyue Dai, Yuanyuan Jiang, Shuai Wang, Shi Han, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication
- Solving the Batch Stochastic Bin Packing Problem in Cloud: A Chance-constrained Optimization Approach
  
  Jie Yan, Yunlei Lu, Liting Chen, Si Qin, Yixin Fang, Qingwei Lin 林庆维, Thomas Moscibroda, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD'22 | August 2022
  
  Publication Project Project
- NENYA: Cascade Reinforcement Learning for Cost-Aware Failure Mitigation at Microsoft 365
  
  Lu Wang, Pu Zhao, Chao Du, Chuan Luo, Mengna Su, Fangkai Yang, Yudong Liu, Qingwei Lin 林庆维, Min Wang, Yingnong Dang, Hongyu Zhang, Saravan Rajmohan, Dongmei Zhang
  
  SIGKDD 2022 | August 2022
  
  Publication Project Project
- SPINE: A Scalable Log Parser with Feedback Guidance
  
  Xuheng Wang, Xu Zhang, Liqun Li, Shilin He, Hongyu Zhang, Yudong Liu, Lingling Zheng, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  2022 Foundations of Software Engineering (FSE) | July 2022
  
  SIGSOFT Distinguished Paper Award
  
  Publication Project Project
- Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
  
  Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
  
  IJCAI'2022 SURVEY TRACK | July 2022
  
  Project
- PLOG: Table-to-Logic Pretraining for Logical Table-to-Text Generation
  
  Ao Liu, Haoyu Dong, Naoaki Okazaki, Shi Han, Dongmei Zhang
  
  EMNLP'22 Main Track | May 2022
  
  Publication
- TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data
  
  Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Shi Han, Dongmei Zhang
  
  EMNLP'22 Oral Main Track | May 2022
  
  Publication
- Accelerating Code Search with Deep Hashing and Code Classification
  
  Wenchao Gu, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Michael R. Lyu
  
  ACL 2022 | May 2022
  
  Publication
- Testing Machine Learning Systems in Industry: An Empirical Study
  
  Shuyue Li, Jiaqi Guo, Jian-Guang Lou, Ming Fan, Ting Liu, Dongmei Zhang
  
  ICSE 2022 | May 2022
  
  Publication
- FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining
  
  Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang
  
  ACL 2022 Main Track | May 2022
  
  Publication Project
- HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
  
  Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
  
  ACL 2022 Main Track | May 2022
  
  Publication Project
- GBK-GNN: Gated Bi-Kernel Graph Neural Networks for Modeling Both Homophily and Heterophily
  
  Lun Du, Xiaozhou Shi, Qiang Fu, Xiaojun Ma, Hengyu Liu, Shi Han, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  Publication
- Spot Virtual Machine Eviction Prediction in Microsoft Cloud
  
  Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang
  
  WWW'22 Companion | April 2022
  
  Publication
- UniParser: A Unified Log Parser for Heterogeneous Log Data
  
  Yudong Liu, Xu Zhang, Shilin He, Hongyu Zhang, Liqun Li, Yu Kang, Yong Xu, Minghua Ma, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
  
  TheWebConf 2022 | April 2022
  
  DOI Project Project
- GridBook: Natural Language Formulas for the Spreadsheet Grid
  
  Sruti Srinivasa Ragavan, Zhitao Hou, Yun Wang, Andy Gordon, Haidong Zhang, Dongmei Zhang
  
  International Conference on Intelligent User Interfaces | March 2022
  
  Publication Project Project
- On the Evaluation of Neural Code Summarization
  
  Ensheng Shi, Yanlin Wang, Lun Du, Junjie Chen, Shi Han, Hongyu Zhang, Dongmei Zhang, Hongbin Sun
  
  International Conference on Software Engineering (ICSE'22) | February 2022
  
  Preprint
- Coarse-to-Fine Generative Modeling for Graphic Layouts
  
  Zhaoyun Jiang, Shizhao Sun, Jihua Zhu, Jian-Guang Lou, Dongmei Zhang
  
  AAAI'22 | February 2022
  
  Author's Version
- DeepTraLog: Trace-Log Combined Microservice Anomaly Detection through Graph-based Deep Learning
  
  Chenxi Zhang, Xin Peng, Chaofeng Sha, Ke Zhang, Zhenqing Fu, Xiya Wu, Qingwei Lin 林庆维, Dongmei Zhang
  
  ICSE 2022 | January 2022
  
  Publication Project Project
- Predictive Job Scheduling under Uncertain Constraints in Cloud Computing
  
  Hang Dong, Boshi Wang, Bo Qiao, Wenqian Xing, Chuan Luo, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Gurpreet Virdi, Thomas Moscibroda
  
  IJCAI'21 | December 2021
  
  Publication Project Project Project
- Can neural clone detection generalize to unseen functionalities?
  
  Chenyao Liu, Jian-Guang Lou, Zeqi Lin, Lijie Wen, Dongmei Zhang
  
  2021 Automated Software Engineering | November 2021
  
  Author's Version
- Weakly Supervised Semantic Parsing by Learning from Mistakes
  
  Jiaqi Guo, Jian-Guang Lou, Ting Liu, Dongmei Zhang
  
  EMNLP'21 (Findings) | November 2021
  
  Publication Project
- CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees
  
  Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun
  
  EMNLP 2021 | November 2021
  
  Publication
- Is a Single Model Enough? MuCoS: A Multi-Model Ensemble Learning Approach for Semantic Code Search
  
  Lun Du, Xiaozhou Shi, Yanlin Wang, Ensheng Shi, Shi Han, Dongmei Zhang
  
  Proceedings of ACM International Conference on Information and Knowledge Management (CIKM'21) | November 2021
  
  Publication
- Neuron Campaign for Initialization Guided by Information Bottleneck Theory
  
  Haitao Mao, Xu Chen, Qiang Fu, Lun Du, Shi Han, Dongmei Zhang
  
  2021 Conference on Information and Knowledge Management | November 2021
  
  Best Short Paper Award
  
  Publication
- HALO: Hierarchy-aware Fault Localization for Cloud Systems
  
  Xu Zhang, Chao Du, Yifan Li, Yong Xu, Hongyu Zhang, Si Qin, Ze Li, Qingwei Lin 林庆维, Yingnong Dang, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang
  
  SigKDD'21 Applied Data Science Track | October 2021
  
  Publication PDF Project Project
- How Long Will it Take to Mitigate this Incident for Online Service Systems
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2021 International Symposium on Software Reliability Engineering | September 2021
  
  Best Research Paper
  
  Publication
- How Long Will it Take to Mitigate this Incident for Online Service Systems?
  
  Weijing Wang, Junjie Chen, Lin Yang, Hongyu Zhang, Pu Zhao, Bo Qiao, Yu Kang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  ISSRE'21 | September 2021
  
  Best Research Paper
  
  Publication Project Project
- Effective Low Capacity Status Prediction for Cloud Systems
  
  Hang Dong, Si Qin, Yong Xu, Bo Qiao, Shandan Zhou, Xian Yang, Chuan Luo, Pu Zhao, Qingwei Lin 林庆维, Hongyu Zhang, Abulikemu Abuduweili, Sanjay Ramanujan, Karthikeyan Subramanian, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang, Thomas Moscibroda
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Onion: Identifying Incident-indicating Logs for Cloud Systems
  
  Xu Zhang, Yong Xu, Si Qin, Shilin He, Bo Qiao, Ze Li, Hongyu Zhang, Xukun Li, Yingnong Dang, Qingwei Lin 林庆维, Murali Chintalapati, Saravanakumar Rajmohan, Dongmei Zhang
  
  ESEC/FSE'21 Industry Track | August 2021
  
  Publication
- Intelligent container reallocation at Microsoft 365
  
  Bo Qiao, Fangkai Yang, Chuan Luo, Yanan Wang, Johnny Li, Qingwei Lin 林庆维, Hongyu Zhang, Mohit Datta, Andrew Zhou, Thomas Moscibroda, Saravanakumar Rajmohan, Dongmei Zhang
  
  2021 Foundations of Software Engineering | August 2021
  
  DOI Project Project
- Table2Charts: Recommending Charts by Learning Shared Table Representations
  
  Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
  
  The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
  
  PDF DOI Project
- TabularNet: A Neural Network Architecture for Understanding Semantic Structures of Tabular Data
  
  Lun Du, Fei Gao, Xu Chen, Ran Jia (raji), Junshan Wang, Jiang Zhang, Shi Han, Dongmei Zhang
  
  Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD'21) | August 2021
  
  Publication
- Keep the Structure: A Latent Shift-Reduce Parser for Semantic Parsing
  
  Yuntao LI, Bei Chen, Qian LIU, Yan Gao, Jian-Guang Lou, Yan ZHANG, Dongmei Zhang
  
  IJCAI'21 | August 2021
  
  Publication Project
- Fighting the Fog of War: Automated Incident Detection for Cloud Systems
  
  Liqun Li, Xu Zhang, Xin Zhao, Hongyu Zhang, Yu Kang, Pu Zhao, Bo Qiao, Shilin He, Pochian Lee, Jeffrey Sun, Feng Gao, Li Yang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Zhangwei Xu, Dongmei Zhang
  
  2021 USENIX Annual Technical Conference (USENIX ATC'21) | August 2021
  
  Publication Project Project
- TUTA: Tree-based Transformers for Generally Structured Table Pre-training
  
  Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)
  
  KDD | August 2021
  
  Publication Project
- On the Evaluation of Commit Message Generation Models: An Experimental Study
  
  Wei Tao, Yanlin Wang, Ensheng Shi, Lun Du, Shi Han, Hongyu Zhang, Dongmei Zhang, Wenqiang Zhang
  
  Proceedings of IEEE International Conference on Software Maintenance and Evolution (ICSME '21) | July 2021
  
  Publication
- Learning Algebraic Recombination for Compositional Generalization
  
  Chenyao Liu, Shengnan An, Zeqi Lin, Qian Liu, Bei Chen, Jian-Guang Lou, Lijie Wen, Nanning Zheng, Dongmei Zhang
  
  ACL-IJCNLP 2021 (findings) | July 2021
  
  Publication Project
- Semantic Table Structure Identification in Spreadsheets
  
  Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan
  
  ISSTA | July 2021
  
  Author's Version Project
- MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis
  
  Pingchuan Ma, Rui Ding, Shi Han, Dongmei Zhang
  
  ACM SIGMOD International Conference on Management of Data | June 2021
  
  Publication Author's Version Project Project
- Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective
  
  Lun Du, Xu Chen, Fei Gao, Qiang Fu, Kunqing Xie, Shi Han, Dongmei Zhang
  
  Proceedings of International Conference on Web Search and Data Mining (WSDM'22) | May 2021
  
  Preprint Publication
- Returning to the Office During the COVID-19 Pandemic Recovery: Early Indicators from China
  
  Yun Wang, Ying Liu, Weiwei Cui, John Tang, Haidong Zhang, Doug Walston, Dongmei Zhang
  
  Extended Abstracts of the CHI 2021 Conference on Human Factors in Computing Systems | May 2021
  
  Publication Project Project
- LibDB: An Effective and Efficient Framework for Detecting Third-Party Libraries in Binaries
  
  Wei Tang, Yanlin Wang, Hongyu Zhang, Shi Han, Ping Luo, Dongmei Zhang
  
  ICSE 2022 | April 2021
  
  Publication Publication
- Iterative Utterance Segmentation for Neural Semantic Parsing
  
  Yinuo GUO, Zeqi Lin, Jian-Guang Lou, Dongmei Zhang
  
  AAAI'21 | February 2021
  
  Author's Version Project
- Revisiting Iterative Back-Translation from the Perspective of Compositional Generalization
  
  Yinuo GUO, Hualei ZHU, Zeqi Lin, Bei Chen, Jian-Guang Lou, Dongmei Zhang
  
  AAAI'21 | February 2021
  
  Author's Version Project
- How Incidental are the Incidents? Characterizing and Prioritizing Incidents for Large-Scale Online Service Systems
  
  Junjie Chen, Shu Zhang, Xiaoting He, Qingwei Lin 林庆维, Hongyu Zhang, Dan Hao, Yu Kang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Automated Software Engineering | December 2020
  
  DOI Project
- Towards intelligent incident management: why we need it and how we make it
  
  Zhuangbin Chen, Yu Kang, Liqun Li, Xu Zhang, Hongyu Zhang, Hui Xu, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Yingnong Dang, Feng Gao, Pu Zhao, Bo Qiao, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- How to mitigate the incident? an effective troubleshooting guide recommendation technique for online service systems.
  
  Jiajun Jiang, Weihai Lu, Junjie Chen, Qingwei Lin 林庆维, Pu Zhao, Yu Kang, Hongyu Zhang, Yingfei Xiong, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  DOI
- Identifying linked incidents in large-scale online service systems
  
  Yujun Chen, Xian Yang, Hang Dong, Xiaoting He, Hongyu Zhang, Qingwei Lin 林庆维, Junjie Chen, Pu Zhao, Yu Kang, Feng Gao, Zhangwei Xu, Dongmei Zhang
  
  2020 Foundations of Software Engineering | November 2020
  
  Publication DOI
- Efficient incident identification from multi-dimensional issue reports via meta-heuristic search
  
  Jiazhen Gu, Chuan Luo, Si Qin, Bo Qiao, Qingwei Lin 林庆维, Hongyu Zhang, Ze Li, Yingnong Dang, Shaowei Cai, Wei Wu, Yangfan Zhou, Murali Chintalapati, Dongmei Zhang
  
  ESEC/FSE'20 | November 2020
  
  DOI Publication Project
- Compositional Generalization by Learning Analytical Expressions
  
  Qian Liu, Shengnan An, Jian-Guang Lou, Bei Chen, Zeqi Lin, Yan Gao, Bin Zhou, Nanning Zheng, Dongmei Zhang
  
  NeurIPS 2020 (spotlight paper) | November 2020
  
  Publication Project
- Hierarchical Poset Decoding for Compositional Generalization in Language
  
  Yinuo GUO, Zeqi Lin, Jian-Guang Lou, Dongmei Zhang
  
  NeurIPS'20 | November 2020
  
  Publication Project
- “What Do You Mean by That?” A Parser-Independent Interactive Approach for Enhancing Text-to-SQL
  
  Yuntao LI, Bei Chen, Qian LIU, Yan Gao, Jian-Guang Lou, Dongmei Zhang
  
  EMNLP'20 (full paper) | November 2020
  
  Author's Version Project
- Incomplete Utterance Rewriting as Semantic Segmentation
  
  Qian LIU, Bei Chen, Jian-Guang Lou, Bin ZHOU, Dongmei Zhang
  
  EMNLP'20 (full paper) | November 2020
  
  Publication Project
- Efficient Customer Incident Triage via Linking with System Incidents
  
  Jiazhen Gu, Jiaqi Wen, Zijian Wang, Pu Zhao, Chuan Luo, Yu Kang, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Bo Qiao, Liqun Li, Qingwei Lin, Dongmei Zhang
  
  The 28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'20 Industry) | November 2020
  
  DOI
- Structure-aware Pre-training for Table Understanding with Tree-based Transformers
  
  Zhiruo Wang, Haoyu Dong, Ran Jia, Jia Li, Zhiyi Fu, Shi Han, Dongmei Zhang
  
  arXiv | October 2020
  
  Publication Project
- Neural Formatting for Spreadsheet Tables
  
  Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  CIKM'20 (among five best paper nominees in full research track) | October 2020
  
  DOI Project
- Retrieve-Then-Adapt: Example-based Automatic Generation for Proportion-related Infographics
  
  Chunyao Qian, Shizhao Sun, Weiwei Cui, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang
  
  IEEE VIS 2020 | October 2020
  
  Publication
- Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture
  
  Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang
  
  CIKM'20 (applied research track) | October 2020
  
  DOI Project
- RECPARSER: A Recursive Semantic Parsing Framework for Text-to-SQL Task
  
  Yu Zeng, Yan Gao, Jiaqi Guo, Bei Chen, Qian Liu, Jian-Guang Lou, Fei Teng, Dongmei Zhang
  
  IJCAI 2020 | July 2020
  
  Author's Version Project
- How Far are We from Effective Context Modeling? An Exploratory Study on Semantic Parsing in Context
  
  Qian Liu, Jiaqi Guo, Bei Chen, Jian-Guang Lou, Bin Zhou, Dongmei Zhang
  
  IJCAI2020 | July 2020
  
  Publication Project
- You Impress Me: Dialogue Generation via Mutual Persona Perception
  
  Qian Liu, Yihong Chen, Bei Chen, Jian-Guang Lou, Zixuan Chen, Bin Zhou, Dongmei Zhang
  
  ACL 2020 | July 2020
  
  Publication PDF
- Reliable and Efficient Anytime Skeleton Learning
  
  Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  To appear in proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI'20) | February 2020
  
  Publication Project
- Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data
  
  Mengyu Zhou, Tao Wang, Pengxin Ji, Shi Han, Dongmei Zhang
  
  The 34th AAAI Conference on Artificial Intelligence (AAAI '20) | February 2020
  
  PDF Project
- Reliable and Efficient Anytime Skeleton Learning
  
  Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  Thirty-Fourth AAAI Conference on Artificial Intelligence | February 2020
  
  Publication
- Prediction-Guided Design for Software Systems
  
  Si Qin, Yong Xu, Shandan Zhou, Qingwei Lin 林庆维, Hongyu Zhang, Saurabh Agarwal, Karthikeyan Subramanian, Eli Cortez, John Miller, Chris Cowdery, Shanti Kemburu, Dongmei Zhang, Thomas Moscibroda
  
  Cloud Intelligence Workshop, AAAI 2020 | January 2020
  
  Publication
- Data-Anonymous Encoding for Text-to-SQL Generation
  
  Zhen Dong, Shizhao Sun, Hongzhi Liu, Jian-Guang Lou, Dongmei Zhang
  
  2019 Empirical Methods in Natural Language Processing | December 2019
  
  DOI PDF
- Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture
  
  Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang
  
  Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019
  
  Publication Project
- A Split-and-Recombine Approach for Follow-up Query Analysis
  
  Qian LIU, Bei Chen, Haoyan LIU, Jian-Guang Lou, Lei Fang, Bin ZHOU, Dongmei Zhang
  
  EMNLP | November 2019
  
  Publication Project
- Data-Anonymous Encoding for Text-to-SQL Generation
  
  Zhen DONG, Shizhao SUN, Hongzhi LIU, Jian-Guang Lou, Dongmei Zhang
  
  EMNLP | November 2019
  
  Publication Project
- Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation
  
  Jiaqi GUO, Zecheng Zhan, Yan GAO, Yan XIAO, Jian-Guang Lou, Ting LIU, Dongmei Zhang
  
  ACL19 | August 2019
  
  Publication
- Cross-dataset time series anomaly detection for cloud systems
  
  Xu Zhang, Qingwei Lin 林庆维, Yong Xu, Si Qin, Hongyu Zhang, Bo Qiao, Yingnong Dang, Xinsheng Yang, Qian Cheng, Murali Chintalapati, Youjiang Wu, Ken Hsieh, Kaixin Sui, Xin Meng, Yaohai Xu, Wenchi Zhang, Furao Shen, Dongmei Zhang
  
  USENIX ATC'19 | July 2019
  
  PDF Publication
- QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data
  
  Rui Ding, Shi Han, Yong Xu, Haidong Zhang, Dongmei Zhang
  
  Proceedings of the 2019 ACM International Conference on Management of Data (SIGMOD'19 industrial track) | June 2019
  
  Publication DOI Project
- An Empirical Investigation of Incident Triage for Online Service Systems
  
  Junjie Chen, Qingwei Lin, ...
  
  ICSE‘19, Software Engineering In Practice | May 2019
  
  Publication
- Outage Prediction and Diagnosis for Cloud Service Systems
  
  Yujun Chen, Xian Yang, Qingwei Lin 林庆维, Hongyu Zhang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang, Hang Dong, Yong Xu, Hao Li, Yu Kang
  
  2019 The Web Conference | May 2019
  
  PDF DOI
- FANDA: A Novel Approach to Perform Follow-up Query Analysis
  
  Qian LIU, Bei Chen, Jian-Guang Lou, Ge JIN, Dongmei Zhang
  
  AAAI19 | January 2019
  
  Publication Project
- TableSense: Spreadsheet Table Detection with Convolutional Neural Networks
  
  Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang
  
  Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19) | January 2019
  
  Publication Project
- SemRegex: A Semantics-Based Approach for Generating Regular Expressions from Natural Language Specifications
  
  Zexuan Zhong, Jiaqi Guo, Wei Yang, Jian Peng, Tao Xie, Jian-Guang Lou, Ting Liu, Dongmei Zhang
  
  EMNP'18 | November 2018
  
  Publication
- Identifying Impactful Service System Problems via Log Analysis
  
  Shilin He, Qingwei Lin 林庆维, ...
  
  ESEC/FSE 2018 | November 2018
  
  Publication
- Predicting Node Failure in Cloud Service Systems
  
  Qingwei Lin 林庆维, ...
  
  ESEC/FSE 2018 | November 2018
  
  Publication
- Automated Refactoring of Nested-IF Formulae in Spreadsheets
  
  Jie Zhang, Shi Han, Dan Hao, Lu Zhang, Dongmei Zhang
  
  Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'18 industrial track) | November 2018
  
  Author's Version DOI Project
- BigIN4: Instant, Interactive Insight Identification for Multi-Dimensional Big Data
  
  Qingwei Lin 林庆维, weichen Ke, ...
  
  SigKDD 2018 | August 2018
  
  Publication
- Improving Service Availability of Cloud Systems by Predicting Disk Error
  
  Yong Xu, ..., Qingwei Lin, ...
  
  USENIX ATC 2018 | July 2018
  
  Publication
- InfoNice: Easy Creation of Information Graphics
  
  Yun Wang, Haidong Zhang, Ray Huang, Xi Chen, Qiufeng Yin, Zhitao Hou, Dongmei Zhang, Qiong Luo, Huamin Qu
  
  ACM CHI Conference on Human Factors in Computing Systems | April 2018
  
  Publication
- Systematically Debugging IoT Control System Correctness for Building Automation
  
  Chieh-Jan Mike Liang, Lei Bu, Zhao Lucis Li, Junbei Zhang, Shi Han, Börje F. Karlsson, Dongmei Zhang, Feng Zhao
  
  BuildSys (ACM Conference on Systems for Energy-Efficient Built Environments) | November 2016
  
  Publication
- iDice: Problem Identification for Emerging Issues
  
  Qingwei Lin 林庆维, Jian-Guang Lou, Hongyu Zhang, Dongmei Zhang
  
  ICSE 2016 | January 2016
  
  Publication
- YADING: Fast Clustering of Large-Scale Time Series Data
  
  Rui Ding, Qiang Wang, Qiang Wang, Yingnong Dang, Qiang Fu, Haidong Zhang, Dongmei Zhang, Rui Ding
  
  September 2015
  
  Publication
- CodeHow: Effective Code Search based on API Understanding and Extended Boolean Model
  
  Fei LV, hongyu zhang, Jian-Guang Lou, Shaowei WANG, Dongmei Zhang, Jianjun ZHAO, jianjun zhao
  
  Automated Software Engineering (ASE2015) | August 2015
  
  Author's Version
- Log2: A Cost-Aware Logging Mechanism for Performance Diagnosis
  
  Rui Ding, ..., Qingwei Lin 林庆维, ...
  
  USENIX ATC | July 2015
  
  Publication
- Where Do Developers Log? An Empirical Study on Logging Practices in Industry
  
  Qiang Fu, ..., Qingwei Lin 林庆维, ...
  
  ICSE 2014 | July 2014
  
  Publication
- Mining Historical Issue Repositories to Heal Large-Scale Online Service Systems
  
  Rui Ding, ..., Qingwei Lin 林庆维, ...
  
  DSN | July 2014
  
  Publication
- Identifying Recurrent and Unknown Performance Issues
  
  Jian-Guang LOU, Meng-Hui Lim, Jian-Guang LOU, Qingwei Lin 林庆维, ...
  
  ICDM | July 2014
  
  Publication
- Correlating Events with Time Series for Incident Diagnosis
  
  Chen Luo, Jian-Guang Lou, Qingwei Lin 林庆维, Qiang Fu, Justin Ding, Dongmei Zhang, Zhe Wang
  
  SigKDD'14 | July 2014
  
  Publication
- Software Analytics for Incident Management of Online Services: An Experience Report
  
  Jian-Guang Lou, Qingwei Lin 林庆维, ...
  
  ASE | November 2013
  
  Publication
- Contextual Analysis of Program Logs for Understanding System Behaviors
  
  Qiang Fu, ..., Qingwei Lin 林庆维, ...
  
  ... | July 2013
  
  Publication
- “Can I Clone This Piece of Code Here?”
  
  Xiaoyin Wang, Yingnong Dang, Lu Zhang, Dongmei Zhang, Erica Lan, Hong Mei
  
  27th IEEE/ACM International Conference on Automated Software Engineering | September 2012
  
  Publication
- Healing Online Service Systems via Mining Historical Issue Repositories
  
  Rui Ding, ..., Qingwei Lin 林庆维, ...
  
  ASE 2012 | July 2012
  
  Publication
- Performance Issue Diagnosis for Online Service Systems
  
  Qiang Fu, ..., Qingwei Lin 林庆维, ...
  
  the 31st International Symposium on Reliable Distributed Systems (SRDS'12) | January 2012
  
  Publication
- Code Clone Detection Experience at Microsoft
  
  Yingnong Dang, Dongmei Zhang
  
  Proceedings of the 5th International Workshop on Software Clones | May 2011
  
  Publication
- TaskWeaver: A Code-First Agent Framework
  
  Bo Qiao, Liqun Li, Xu Zhang, Shilin He, Yu Kang, Chaoyun Zhang, Fangkai Yang, Hang Dong, Jue Zhang, Lu Wang, Minghua Ma, Pu Zhao, Si Qin, Xiaoting Qin, Chao Du, Yong Xu, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang
  
  December 2023
  
  Publication
- A Mixed-Initiative Approach to Reusing Infographic Charts
  
  Weiwei Cui, Jinpeng Wang, He Huang, Yun Wang, Chin-Yew Lin, Haidong Zhang, Dongmei Zhang
  
  September 2021
  
  IEEE VIS 2021
- Practices around Working from Home and Early Indicators on Returning to Work after the COVID-19 Pandemic: Data from Microsoft China
  
  Yun Wang, Ying Liu, Weiwei Cui, John Tang, Haidong Zhang, Doug Walston, Dongmei Zhang
  
  August 2020
  
  Publication Project Project
- F3: Fault Forecasting Framework for Cloud Systems
  
  Pu Zhao, Chuan Luo, Bo Qiao, Youjiang Wu, Yingnong Dang, Murali Chintalapati, Susy Yi, Paul Wang, Andrew Zhou, Saravanakumar Rajmohan, Qingwei Lin, Dongmei Zhang
  
  May 2021
  
  Publication Project
- CoCoGUM: Contextual Code Summarization with Multi-Relational GNN on UMLs
  
  Yanlin Wang, Lun Du, Ensheng Shi, Yuxuan Hu, Shi Han, Dongmei Zhang
  
  MSR-TR-2020-16 | May 2020
  
  Published by Microsoft
  
  Publication