Dongmei Zhang

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

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

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

33rd ACM International Conference on Information and Knowledge Management (CIKM) | 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

October 2024

Preprint

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

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

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

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

March 2024

Preprint

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

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

February 2024

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 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

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

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 | 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

Proceedings of the International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS) | 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

TheWebConf 2022 | 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 2021 | 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 2021 | 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 | 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 | 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

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

October 2024

Preprint

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

33rd ACM International Conference on Information and Knowledge Management (CIKM) | 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

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

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

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

March 2024

Preprint

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 2024 | 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

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

February 2024

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

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

TheWebConf 2022 | 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 2021 | 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 2021 | 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 | 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

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 2024 | 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

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

February 2024

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

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

TheWebConf 2022 | 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

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

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

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 2024 | 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

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

TheWebConf 2022 | 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 2021 | 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 2021 | 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 | 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 | 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

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

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 2024 | 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

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

TheWebConf 2022 | 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 2021 | 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 2021 | 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 | 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 | 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