Data, Knowledge, and Intelligence

Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval

Yuanmin Tang, Xiaoting Qin, Jue Zhang, Jing Yu, Gaopeng Gou, Gang Xiong, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Wu

CVPR’25 | June 2025

Preprint

Towards Cloud Efficiency with Large-scale Workload Characterization

A. Parayil, Jue Zhang, Xiaoting Qin, Íñigo Goiri, Chetan Bansal

ICPE | May 2025

Preprint

MEETING DELEGATE: Benchmarking LLMs on Attending Meetings on Our Behalf

Lingxiang Hu, Shurun Yuan, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

February 2025

Publication

Enabling Autonomic Microservice Management through Self-Learning Agents

Fenglin Yu, Fangkai Yang, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Hongyu Zhang, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang, Qi Zhang

January 2025

Preprint

SpreadsheetLLM: Encoding Spreadsheets for Large Language Models

Haoyu Dong, Yuzhang Tian, Jianbo Zhao, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

Preprint Project

AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation

Jia Fu, Xiaoting Qin, Fangkai Yang, Lu Wang, Jue Zhang, Qingwei Lin 林庆维, Yubo Chen, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

EMNLP’24 | November 2024

Preprint

CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing

Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

PDF Preprint

PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning

Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

PDF Preprint

Sharingan: Extract user action sequence from desktop recordings

Yanting Chen, Yi Ren, Xiaoting Qin, Jue Zhang, Kehong Yuan, Lu Han, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

November 2024

Preprint

TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning

Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

PDF Preprint Project

Navigating the Unknown: A Chat-Based Collaborative Interface for Personalized Exploratory Tasks

Yingzhe Peng, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Xu Yang, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

IUI’25 | October 2024

Publication

AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure

Xi Chen, Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Chao Du, Xi Cheng, Hangxin Liu, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang

September 2024

Preprint

Scalable Differentiable Causal Discovery in the Presence of Latent Confounders with Skeleton Posterior

Pingchuan Ma, Rui Ding, Qiang Fu, Jiaru Zhang, Shuai Wang, Shi Han, Dongmei Zhang

2024 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining | August 2024

Publication

Intelligent Router for LLM Workloads: Improving Performance Through Workload-Aware Scheduling

A. Parayil, Ankur Mallick, Esha Choukse, Xiaoting Qin, Jue Zhang, Íñigo Goiri, Rujia Wang, Chetan Bansal, Victor Ruehle, Saravan Rajmohan, Kunal Jain, Anoop Kulkarni, Steve Kofsky

ArXiv | August 2024, Vol abs/2408.13510

Preprint

The Vision of Autonomic Computing: Can LLMs Make It a Reality?

Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Gong Cheng, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

July 2024

Preprint

Workload Intelligence: Punching Holes Through the Cloud Abstraction

Lexiang Huang, A. Parayil, Jue Zhang, Xiaoting Qin, Chetan Bansal, Jovan Stojkovic, Pantea Zardoshti, Pulkit Misra, Eli Cortez, Raphael Ghelman, Íñigo Goiri, Saravan Rajmohan, Jim Kleewein, Rodrigo Fonseca, Timothy Zhu, Ricardo Bianchini

April 2024

Preprint

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

Decomposed Meta-Learning for Few-Shot Sequence Labeling

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Jieru Lin, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

IEEE/ACM Transactions on Audio, Speech, and Language Processing | March 2024, pp. 1980-1993

DOI PDF 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

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

InsightPilot: An LLM-Empowered Automated Data Exploration System

Rui Ding, Shi Han, Dongmei Zhang

EMNLP 2023 | December 2023

Publication

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models

Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023

Publication 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

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

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Project

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

CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

ACL 2023 | July 2023

Publication Project

Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text

Qianhui Wu, Huiqiang Jiang, Haonan Yin, Börje F. Karlsson, Chin-Yew Lin

The 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023) | 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

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

Aegis: Attribution of Control Plane Change Impact across Layers and Components for Cloud Systems

Xiaohan Yan, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication 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

Did We Miss Something Important? Studying and Exploring Variable-Aware Log Abstraction

Zhenhao Li, …, Qingwei Lin 林庆维, …

ICSE 2023 | May 2023

Publication Project

TraceArk: Towards Actionable Performance Anomaly Alerting for Online Service Systems

Zhengran Zeng, …, Qingwei Lin 林庆维, …

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

HAPENS: Hardness-Personalized Negative Sampling for Implicit Collaborative Filtering

Haoxin Liu, Pu Zhao, Si Qin, Yong Shi, Mirror Xu, Qingwei Lin 林庆维, Dongmei Zhang

WWW ’23 Companion | 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

Unveiling the Black Box of PLMs with Semantic Anchors: Towards Interpretable Neural Semantic Parsing

Lunyiu Nie, Jiuding Sun, Yanlin Wang, Lun Du, Lei How, Juanzi Li, Shi Han, Dongmei Zhang, Jidong Zhai

The Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI’23) | February 2023

Preprint

Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy

Jinsong Zhang, Qiang Fu, Xu Chen, Lun Du, Zelin Li, Gang Wang, Xiaoguang Liu, Shi Han, Dongmei Zhang

International Conference on Learning Representations (ICLR’23) | February 2023

Publication

Dataset and Baseline System for Multi-lingual Extraction and Normalization of Temporal and Numerical Expressions

Sanxing Chen, Yongqiang Chen, Börje F. Karlsson

MSR-TR-2023-9 | February 2023

Published by Microsoft Research

Publication Project

DIGMN: Dynamic Intent Guided Meta Network for Differentiated User Engagement Forecasting in Online Professional Social Platforms

Feifan Li, Lun Du, Qiang Fu, Shi Han, Yushu Du, Guangming Lu, Zi Li

ACM International Conference on Web Search and Data Mining (WSDM’23) | February 2023

Preprint

MM-GNN: Mix-Moment Graph Neural Network towards Modeling Neighborhood Feature Distribution

Wendong Bi, Lun Du, Qiang Fu, Yanlin Wang, Shi Han, Dongmei Zhang

ACM International Conference on Web Search and Data Mining (WSDM’23) | February 2023

Preprint

Revisiting Code Search in a Two-Stage Paradigm

Fan Hu, Yanlin Wang, Lun Du, Xirong Li, Shi Han, Dongmei Zhang

ACM International Conference on Web Search and Data Mining (WSDM’23) | February 2023

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 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

RACE: Retrieval-augmented Commit Message Generation

Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun

The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP’22) | December 2022

Preprint

TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases

Yiheng Shu, Zhiwei Yu, Yuhan Li, Börje F. Karlsson, Tingting Ma, Yuzhong Qu, Chin-Yew Lin

The 2022 Conference on Empirical Methods in Natural Language Processing | December 2022

Publication Project

An Empirical Study of Log Analysis at Microsoft

Shilin He, Xu Zhang, Pinjia He, Yong Xu, Liqun Li, Yu Kang, Minghua Ma, Yining Wei, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维

2022 Foundations of Software Engineering (FSE) | November 2022

Publication Project Project

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

A large-scale empirical study of commit message generation: models, datasets and evaluation

Wei Tao, Yanlin Wang, Ensheng Shi, Lun Du, Shi Han, Hongyu Zhang, Dongmei Zhang, Wenqiang Zhang

Empirical Software Engineering | October 2022

Publication

Learning Rate Perturbation: A Generic Plugin of Learning Rate Schedule towards Flatter Local Minima

Hengyu Liu, Qiang Fu, Lun Du, Tiancheng Zhang, Ge Yu, Shi Han, Dongmei Zhang

ACM International Conference on Information and Knowledge Management (CIKM’22) | October 2022

Preprint

TrajGAT: A Graph-based Long-term Dependency Modeling Approach for Trajectory Similarity Computation

Di Yao, Haonan Hu, Lun Du, Gao Cong, Shi Han, Jingping Bi

Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD’22) | August 2022

Preprint

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

RESIN: A Holistic Service for Dealing with Memory Leaks in Production Cloud Infrastructure

Chang Lou, Cong Chen, Peng Huang, Yingnong Dang, Si Qin, Xinsheng Yang, Xukun Li, Qingwei Lin 林庆维, Murali Chintalapati

OSDI 2022 | July 2022

Publication Project Project Project

On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning

Tingting Ma, Qianhui Wu, Zhiwei Yu, Tiejun Zhao, Chin-Yew Lin

2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2022) | July 2022

Publication

NetPanel: Traffic Measurement of Exchange Online Service

Yu Chen, …, Qingwei Lin 林庆维

NSDI 2023 | July 2022

Publication 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

LOGIC: Log Intelligence in Cloud

Lingling Zheng, Xu Zhang, Ze Li, Cong Chen, Shilin He, Liqun Li, Yu Kang, Yudong Liu, Qingwei Lin 林庆维, Yingnong Dang

MLSys Cloud Intelligence Workshop | June 2022

Publication

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | 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

Multi-task Hierarchical Classification for Disk Failure Prediction in Online Service Systems

Yudong Liu, …, Qingwei Lin 林庆维, …

SIGKDD 2022 | May 2022

Project Project

Automatic Loss Function Search for Predict-Then-Optimize Problems with Strong Ranking Property

Boshi Wang, Jialin Yi, Hang Dong, Bo Qiao, Chuan Luo, Qingwei Lin 林庆维

ICLR 2022 | April 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

T-SMOTE: Temporal-oriented Synthetic Minority Oversampling Technique for Imbalanced Time Series Classification

Pu Zhao, …, Qingwei Lin 林庆维, …

IJCAI 2022 | March 2022

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

MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation

Aoyu Wu, Yun Wang, Mengyu Zhou, Xinyi He, Haidong Zhang, Huamin Qu, Dongmei Zhang

IEEE Transactions on Visualization and Computer Graphics | 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

AdaptiveGCN: Efficient GCN Through Adaptively Sparsifying Graphs

Dongyue Li, Tao Yang, Lun Du, Zhezhi He, Li Jiang

ACM International Conference on Information & Knowledge Management (CIKM’21) | October 2021

DOI

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

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

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

Fast Outage Analysis of Large-scale Production Clouds with Service Correlation Mining

Yaohui Wang, Guozheng Li, Zijian Wang, Yu Kang, Yangfan Zhou, Hongyu Zhang, Feng Gao, Jeffrey Sun, Li Yang, Pochian Lee, Zhangwei Xu, Pu Zhao, Bo Qiao, Liqun Li, Xu Zhang, Qingwei Lin

ICSE 2021 | May 2021

Publication Project Project

Learning to Automate Chart Layout Configurations Using Crowdsourced Paired Comparison

Aoyu Wu, Liwenhan Xie, Bongshin Lee, Yun Wang, Weiwei Cui, Huamin Qu

Proceedings of the ACM Conference on Human Factors in Computing Systems | May 2021

Publication

Correlation-Aware Heuristic Search for Intelligent Virtual Machine Provisioning in Cloud Systems

Chuan Luo, Bo Qiao, Wenqian Xing, Xin Chen, Pu Zhao, Chao Du, Randolph Yao, Hongyu Zhang, Wei Wu, Shaowei Cai, Saravanakumar Rajmohan, Qingwei Lin 林庆维

AAAI’21 | March 2021

Publication Project Project Project

PULNS: Positive-Unlabeled Learning with Effective Negative Sample Selector

Chuan Luo, …, Qingwei Lin 林庆维

AAAI’21 | March 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

Narya: Predictive and Adaptive Failure Mitigation to Avert Production Cloud VM Interruptions

Sebastien Levy, Randolph Yao, Youjiang Wu, Yingnong Dang, Peng Huang, Zheng Mu, Pu Zhao, Tarun Ramani, Naga Govindraju, Xukun Li, Qingwei Lin, Gil Lapid Shafriri, Murali Chintalapati

MSR-TR-2020-35 | December 2020

Published by Microsoft

Technical report – extension of OSDI'20 paper

Publication 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

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

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

Benchmarking Meaning Representations in Neural Semantic Parsing

Jiaqi GUO, Qian LIU, Jian-Guang Lou, Zhenwen LI, Susan Xueqing LIU, Tao XIE, Ting LIU

EMNLP’20 (full paper) | November 2020

Author's Version 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

Intelligent Virtual Machine Provisioning in Cloud Computing

Chuan Luo, Bo Qiao, Xin Chen, Pu Zhao, Randolph Yao, Hongyu Zhang, Wei Wu, Andrew Zhou, Qingwei Lin 林庆维

IJCAI 2020 | October 2020

Publication Project

Two-goal Local Search and Inference Rules for Minimum Dominating Set

Shaowei Cai, …, Qingwei Lin 林庆维

IJCAI 2020 | 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

Improving Engagement of Animated Visualization with Visual Foreshadowing

Wenchao Li, Yun Wang, Haidong Zhang, Huamin Qu

Proceedings of the 2020 IEEE Visualization Conference (VIS) | October 2020

Publication

Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture

Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang

CIKM’20 (applied research track) | October 2020

DOI Project

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

Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target Language

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Jian-Guang Lou, Biqing Huang

2020 Annual Conference of the Association for Computational Linguistics (ACL 2020) | July 2020

Publication Project Project

UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled Data

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Biqing Huang, Jian-Guang Lou

29th International Joint Conference on Artificial Intelligence (IJCAI 2020) | July 2020

Publication Project Project Project

An Intelligent, End-To-End Analytics Service for Safe Deployment in Large-Scale Cloud Infrastructure

Ze Li, Qian Cheng, Ken Hsieh, Yingnong Dang, Peng Huang, Pankaj Singh, Xinsheng Yang, Qingwei Lin 林庆维, Youjiang Wu, Sebastien Levy, Murali Chintalapati

NSDI’20 | February 2020

Publication

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

Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources

Qianhui Wu, Zijia Lin, Guoxin Wang, Hui Chen, Börje F. Karlsson, Biqing Huang, Chin-Yew Lin

AAAI 2020 | February 2020

Publication Project

Prediction-Guided Design for Software Systems

Si Qin, Yong Xu, Shandan Zhou, Qingwei Lin 林庆维, Hongyu Zhang, Saurabh Agarwal, Karthikeyan Subramanian, Eli Cortez, John Miller, Chris Cowdery, Shanti Kemburu, Dongmei Zhang, Thomas Moscibroda

Cloud Intelligence Workshop, AAAI 2020 | January 2020

Publication

CloudDet: Interactive Visual Analysis of Anomalous Performances in Cloud Computing Systems

Ke Xu, Yun Wang, Leni Yang, Yifang Wang, Bo Qiao, Si Qin, Yong Xu, Haidong Zhang, Huamin Qu

IEEE Transactions on Visualization and Computer Graphics | December 2019, Vol 26(1): pp. 1107-1117

DOI Publication 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

Continuous Incident Triage for Large-Scale Online Service Systems

Junjie Chen, …, Qingwei Lin 林庆维, …

ASE’19 | November 2019

Publication

DataShot: Automatic Generation of Fact Sheets from Tabular Data

Yun Wang, Zhida Sun (intern), Haidong Zhang, Weiwei Cui, Ke Xu (intern), Xiaojuan Ma, Dongmei Zhang

IEEE Transactions on Visualization and Computer Graphics | November 2019

Publication

Text-to-Viz: Automatic Generation of Infographics from Proportion-Related Natural Language Statements

Weiwei Cui, Xiaoyu Zhang, Yun Wang, Ray Huang, Bei Chen, Lei Fang, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang

IEEE Transactions on Visualization and Computer Graphics | November 2019

Publication Project

Towards Automated Infographic Design: Deep Learning-based Auto-Extraction of Extensible Timeline

Zhutian Chen, Yun Wang, Qianwen Wang, Yong Wang, Huamin Qu

IEEE Transactions on Visualization and Computer Graphics | November 2019

Publication

Neural Feature Search: A Neural Architecture for Automated Feature Engineering

Xiangning Chen, Qingwei Lin 林庆维, …

ICDM’19 | October 2019

Publication

Visualization Assessment: A Machine Learning Approach

Xin Fu (intern), Yun Wang, Haoyu Dong, Weiwei Cui, Haidong Zhang

Proceedings of the 2019 IEEE VIS Conference | October 2019

Publication

Supporting Story Synthesis: Bridging the Gap between Visual Analytics and Storytelling

Siming Chen, Jie Li, Gennady Andrienko, Natalia Andrienko, Yun Wang, Phong H. Nguyen, Cagatay Turkay

IEEE Transactions on Visualization and Computer Graphics | September 2019

Publication PDF

Robust Log-based Anomaly Detection on Unstable Log Data

Xu Zhang, …, Qingwei Lin, …

FSE’19 | August 2019

Publication

An Emotional Response to the Value of Visualization

Yun Wang, Adrien Segal, Roberta Klatzky, Daniel F. Keefe, Petra Isenberg, Jorn Hurtienne, Eva Hornecker, Tim Dwyer, Stephen Barrass

IEEE Computer Graphics and Applications | August 2019

Publication

Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation

ACL19 | August 2019

Publication Project

Local Search with Efficient Automatic Configuration for Minimum Vertex Cover

Chuan Luo, …, Qingwei Lin, …

IJCAI’19 | July 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

DeepMRT at the NTCIR-14 FinNum Task: A Hybrid Neural Model for Numeral Type Classification in Financial Tweets

Qianhui Wu, Guoxin Wang, Yuying Zhu, Haoyan Liu, Börje F. Karlsson

14th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-14) | June 2019

Publication

CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition

Yuying Zhu, Guoxin Wang, Börje F. Karlsson

https://arxiv.org/abs/1904.02141 | April 2019

Published by Microsoft

Accepted at NAACL 2019.

Publication PDF Project Project

Incrementally-deployable Indoor Navigation with Automatic Trace Generation

Yuanchao Shu, Zhuqi Li, Börje F. Karlsson, Yiyong Lin, Thomas Moscibroda, Kang Shin

IEEE International Conference on Computer Communications (INFOCOM) | April 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

GRN: Gated Relation Network to Enhance Convolutional Neural Network for Named Entity Recognition

Hui Chen, Zijia Lin, Guiguang Ding, Jian-Guang Lou, Yusen Zhang, Börje F. Karlsson

AAAI19 | January 2019

Publication Project

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

Expandable Group Identification in Spreadsheets

Wensheng Dou, Shi Han, Liang Xu, Dongmei Zhang, Jun Wei

Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (ASE’18) | September 2018

PDF DOI Project

BigIN4: Instant, Interactive Insight Identification for Multi-Dimensional Big Data

Qingwei Lin 林庆维, weichen Ke, …

SigKDD 2018 | August 2018

Publication

Improving Service Availability of Cloud Systems by Predicting Disk Error

Yong Xu, …, Qingwei Lin, …

USENIX ATC 2018 | July 2018

Publication

InfoNice: Easy Creation of Information Graphics

Yun Wang, Haidong Zhang, Ray Huang, Xi Chen, Qiufeng Yin, Zhitao Hou, Dongmei Zhang, Qiong Luo, Huamin Qu

ACM CHI Conference on Human Factors in Computing Systems | April 2018

Publication

Extracting Top-K Insights from Multi-dimensional Data

Bo Tang, Shi Han, Man Lung Yiu, Rui Ding, Dongmei Zhang

Proceedings of the 2017 ACM International Conference on Management of Data (SIGMOD’17) | May 2017

PDF DOI Project

iDice: Problem Identification for Emerging Issues

Qingwei Lin 林庆维, Jian-Guang Lou, Hongyu Zhang, Dongmei Zhang

ICSE 2016 | January 2016

Publication

Log Clustering based Problem Identification for Online Service Systems

Qingwei Lin 林庆维, Hongyu Zhang, Jian-Guang Lou, Yu Zhang, Xuewei CHEN

SEIP, ICSE | January 2016

Publication

Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval

Yuanmin Tang, Xiaoting Qin, Jue Zhang, Jing Yu, Gaopeng Gou, Gang Xiong, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Wu

CVPR’25 | June 2025

Preprint

Towards Cloud Efficiency with Large-scale Workload Characterization

A. Parayil, Jue Zhang, Xiaoting Qin, Íñigo Goiri, Chetan Bansal

ICPE | May 2025

Preprint

MEETING DELEGATE: Benchmarking LLMs on Attending Meetings on Our Behalf

Lingxiang Hu, Shurun Yuan, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

February 2025

Publication

Enabling Autonomic Microservice Management through Self-Learning Agents

Fenglin Yu, Fangkai Yang, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Hongyu Zhang, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang, Qi Zhang

January 2025

Preprint

Sharingan: Extract user action sequence from desktop recordings

Yanting Chen, Yi Ren, Xiaoting Qin, Jue Zhang, Kehong Yuan, Lu Han, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

November 2024

Preprint

CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing

Xinyi He, Jiaru Zou, Yun Lin, Mengyu Zhou, Shi Han, Zejian Yuan, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

PDF Preprint

PromptIntern: Saving Inference Costs by Internalizing Recurrent Prompt during Large Language Model Fine-tuning

Jiaru Zou, Mengyu Zhou, Tao Li, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

PDF Preprint

AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation

Jia Fu, Xiaoting Qin, Fangkai Yang, Lu Wang, Jue Zhang, Qingwei Lin 林庆维, Yubo Chen, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

EMNLP’24 | November 2024

Preprint

Navigating the Unknown: A Chat-Based Collaborative Interface for Personalized Exploratory Tasks

Yingzhe Peng, Xiaoting Qin, Zhiyang Zhang, Jue Zhang, Qingwei Lin 林庆维, Xu Yang, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

IUI’25 | October 2024

Publication

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

Intelligent Router for LLM Workloads: Improving Performance Through Workload-Aware Scheduling

A. Parayil, Ankur Mallick, Esha Choukse, Xiaoting Qin, Jue Zhang, Íñigo Goiri, Rujia Wang, Chetan Bansal, Victor Ruehle, Saravan Rajmohan, Kunal Jain, Anoop Kulkarni, Steve Kofsky

ArXiv | August 2024, Vol abs/2408.13510

Preprint

The Vision of Autonomic Computing: Can LLMs Make It a Reality?

Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Jue Zhang, Qingwei Lin 林庆维, Gong Cheng, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

July 2024

Preprint

Workload Intelligence: Punching Holes Through the Cloud Abstraction

Lexiang Huang, A. Parayil, Jue Zhang, Xiaoting Qin, Chetan Bansal, Jovan Stojkovic, Pantea Zardoshti, Pulkit Misra, Eli Cortez, Raphael Ghelman, Íñigo Goiri, Saravan Rajmohan, Jim Kleewein, Rodrigo Fonseca, Timothy Zhu, Ricardo Bianchini

April 2024

Preprint

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

Decomposed Meta-Learning for Few-Shot Sequence Labeling

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Jieru Lin, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

IEEE/ACM Transactions on Audio, Speech, and Language Processing | March 2024, pp. 1980-1993

DOI PDF Project

Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study

Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang

The 17th ACM International Conference on Web Search and Data Mining (WSDM ’24) | March 2024

PDF Preprint Project

Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries

Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang

The 38th Annual AAAI Conference on Artificial Intelligence (AAAI ’24) | February 2024

PDF Preprint Project

Xpert: Empowering Incident Management with Query Recommendations via Large Language Models

Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

ICSE 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

InsightPilot: An LLM-Empowered Automated Data Exploration System

Rui Ding, Shi Han, Dongmei Zhang

EMNLP 2023 | December 2023

Publication

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models

Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023

Publication 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

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Project

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

CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

ACL 2023 | July 2023

Publication Project

Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text

Qianhui Wu, Huiqiang Jiang, Haonan Yin, Börje F. Karlsson, Chin-Yew Lin

The 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023) | 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

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

TraceArk: Towards Actionable Performance Anomaly Alerting for Online Service Systems

Zhengran Zeng, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Aegis: Attribution of Control Plane Change Impact across Layers and Components for Cloud Systems

Xiaohan Yan, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Did We Miss Something Important? Studying and Exploring Variable-Aware Log Abstraction

Zhenhao Li, …, Qingwei Lin 林庆维, …

ICSE 2023 | 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

HAPENS: Hardness-Personalized Negative Sampling for Implicit Collaborative Filtering

Haoxin Liu, Pu Zhao, Si Qin, Yong Shi, Mirror Xu, Qingwei Lin 林庆维, Dongmei Zhang

WWW ’23 Companion | April 2023

Publication

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

Unveiling the Black Box of PLMs with Semantic Anchors: Towards Interpretable Neural Semantic Parsing

Lunyiu Nie, Jiuding Sun, Yanlin Wang, Lun Du, Lei How, Juanzi Li, Shi Han, Dongmei Zhang, Jidong Zhai

The Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI’23) | February 2023

Preprint

Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy

Jinsong Zhang, Qiang Fu, Xu Chen, Lun Du, Zelin Li, Gang Wang, Xiaoguang Liu, Shi Han, Dongmei Zhang

International Conference on Learning Representations (ICLR’23) | February 2023

Publication

Dataset and Baseline System for Multi-lingual Extraction and Normalization of Temporal and Numerical Expressions

Sanxing Chen, Yongqiang Chen, Börje F. Karlsson

MSR-TR-2023-9 | February 2023

Published by Microsoft Research

Publication Project

DIGMN: Dynamic Intent Guided Meta Network for Differentiated User Engagement Forecasting in Online Professional Social Platforms

Feifan Li, Lun Du, Qiang Fu, Shi Han, Yushu Du, Guangming Lu, Zi Li

ACM International Conference on Web Search and Data Mining (WSDM’23) | February 2023

Preprint

Revisiting Code Search in a Two-Stage Paradigm

Fan Hu, Yanlin Wang, Lun Du, Xirong Li, Shi Han, Dongmei Zhang

ACM International Conference on Web Search and Data Mining (WSDM’23) | February 2023

Preprint

MM-GNN: Mix-Moment Graph Neural Network towards Modeling Neighborhood Feature Distribution

Wendong Bi, Lun Du, Qiang Fu, Yanlin Wang, Shi Han, Dongmei Zhang

ACM International Conference on Web Search and Data Mining (WSDM’23) | February 2023

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

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

TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases

Yiheng Shu, Zhiwei Yu, Yuhan Li, Börje F. Karlsson, Tingting Ma, Yuzhong Qu, Chin-Yew Lin

The 2022 Conference on Empirical Methods in Natural Language Processing | December 2022

Publication Project

RACE: Retrieval-augmented Commit Message Generation

Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun

The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP’22) | December 2022

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

An Empirical Study of Log Analysis at Microsoft

Shilin He, Xu Zhang, Pinjia He, Yong Xu, Liqun Li, Yu Kang, Minghua Ma, Yining Wei, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维

2022 Foundations of Software Engineering (FSE) | November 2022

Publication Project Project

A large-scale empirical study of commit message generation: models, datasets and evaluation

Wei Tao, Yanlin Wang, Ensheng Shi, Lun Du, Shi Han, Hongyu Zhang, Dongmei Zhang, Wenqiang Zhang

Empirical Software Engineering | October 2022

Publication

Learning Rate Perturbation: A Generic Plugin of Learning Rate Schedule towards Flatter Local Minima

Hengyu Liu, Qiang Fu, Lun Du, Tiancheng Zhang, Ge Yu, Shi Han, Dongmei Zhang

ACM International Conference on Information and Knowledge Management (CIKM’22) | October 2022

Preprint

TrajGAT: A Graph-based Long-term Dependency Modeling Approach for Trajectory Similarity Computation

Di Yao, Haonan Hu, Lun Du, Gao Cong, Shi Han, Jingping Bi

Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD’22) | August 2022

Preprint

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

RESIN: A Holistic Service for Dealing with Memory Leaks in Production Cloud Infrastructure

Chang Lou, Cong Chen, Peng Huang, Yingnong Dang, Si Qin, Xinsheng Yang, Xukun Li, Qingwei Lin 林庆维, Murali Chintalapati

OSDI 2022 | July 2022

Publication Project Project Project

On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning

Tingting Ma, Qianhui Wu, Zhiwei Yu, Tiejun Zhao, Chin-Yew Lin

2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2022) | July 2022

Publication

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

LOGIC: Log Intelligence in Cloud

Lingling Zheng, Xu Zhang, Ze Li, Cong Chen, Shilin He, Liqun Li, Yu Kang, Yudong Liu, Qingwei Lin 林庆维, Yingnong Dang

MLSys Cloud Intelligence Workshop | June 2022

Publication

Multi-task Hierarchical Classification for Disk Failure Prediction in Online Service Systems

Yudong Liu, …, Qingwei Lin 林庆维, …

SIGKDD 2022 | May 2022

Project Project

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | 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

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

Automatic Loss Function Search for Predict-Then-Optimize Problems with Strong Ranking Property

Boshi Wang, Jialin Yi, Hang Dong, Bo Qiao, Chuan Luo, Qingwei Lin 林庆维

ICLR 2022 | April 2022

Publication Project

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

T-SMOTE: Temporal-oriented Synthetic Minority Oversampling Technique for Imbalanced Time Series Classification

Pu Zhao, …, Qingwei Lin 林庆维, …

IJCAI 2022 | March 2022

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

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

MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation

Aoyu Wu, Yun Wang, Mengyu Zhou, Xinyi He, Haidong Zhang, Huamin Qu, Dongmei Zhang

IEEE Transactions on Visualization and Computer Graphics | November 2021

Publication

AdaptiveGCN: Efficient GCN Through Adaptively Sparsifying Graphs

Dongyue Li, Tao Yang, Lun Du, Zhezhi He, Li Jiang

ACM International Conference on Information & Knowledge Management (CIKM’21) | October 2021

DOI

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

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

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

Fast Outage Analysis of Large-scale Production Clouds with Service Correlation Mining

Yaohui Wang, Guozheng Li, Zijian Wang, Yu Kang, Yangfan Zhou, Hongyu Zhang, Feng Gao, Jeffrey Sun, Li Yang, Pochian Lee, Zhangwei Xu, Pu Zhao, Bo Qiao, Liqun Li, Xu Zhang, Qingwei Lin

ICSE 2021 | May 2021

Publication Project Project

Correlation-Aware Heuristic Search for Intelligent Virtual Machine Provisioning in Cloud Systems

Chuan Luo, Bo Qiao, Wenqian Xing, Xin Chen, Pu Zhao, Chao Du, Randolph Yao, Hongyu Zhang, Wei Wu, Shaowei Cai, Saravanakumar Rajmohan, Qingwei Lin 林庆维

AAAI’21 | March 2021

Publication Project Project Project

PULNS: Positive-Unlabeled Learning with Effective Negative Sample Selector

Chuan Luo, …, Qingwei Lin 林庆维

AAAI’21 | March 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

Narya: Predictive and Adaptive Failure Mitigation to Avert Production Cloud VM Interruptions

Sebastien Levy, Randolph Yao, Youjiang Wu, Yingnong Dang, Peng Huang, Zheng Mu, Pu Zhao, Tarun Ramani, Naga Govindraju, Xukun Li, Qingwei Lin, Gil Lapid Shafriri, Murali Chintalapati

MSR-TR-2020-35 | December 2020

Published by Microsoft

Technical report – extension of OSDI'20 paper

Publication 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

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

Benchmarking Meaning Representations in Neural Semantic Parsing

Jiaqi GUO, Qian LIU, Jian-Guang Lou, Zhenwen LI, Susan Xueqing LIU, Tao XIE, Ting LIU

EMNLP’20 (full paper) | November 2020

Author's Version Project

Two-goal Local Search and Inference Rules for Minimum Dominating Set

Shaowei Cai, …, Qingwei Lin 林庆维

IJCAI 2020 | October 2020

Publication Project

Intelligent Virtual Machine Provisioning in Cloud Computing

Chuan Luo, Bo Qiao, Xin Chen, Pu Zhao, Randolph Yao, Hongyu Zhang, Wei Wu, Andrew Zhou, Qingwei Lin 林庆维

IJCAI 2020 | 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

UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled Data

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Biqing Huang, Jian-Guang Lou

29th International Joint Conference on Artificial Intelligence (IJCAI 2020) | July 2020

Publication Project Project Project

Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target Language

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Jian-Guang Lou, Biqing Huang

2020 Annual Conference of the Association for Computational Linguistics (ACL 2020) | July 2020

Publication Project Project

An Intelligent, End-To-End Analytics Service for Safe Deployment in Large-Scale Cloud Infrastructure

Ze Li, Qian Cheng, Ken Hsieh, Yingnong Dang, Peng Huang, Pankaj Singh, Xinsheng Yang, Qingwei Lin 林庆维, Youjiang Wu, Sebastien Levy, Murali Chintalapati

NSDI’20 | 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

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

Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources

Qianhui Wu, Zijia Lin, Guoxin Wang, Hui Chen, Börje F. Karlsson, Biqing Huang, Chin-Yew Lin

AAAI 2020 | February 2020

Publication Project

Prediction-Guided Design for Software Systems

Si Qin, Yong Xu, Shandan Zhou, Qingwei Lin 林庆维, Hongyu Zhang, Saurabh Agarwal, Karthikeyan Subramanian, Eli Cortez, John Miller, Chris Cowdery, Shanti Kemburu, Dongmei Zhang, Thomas Moscibroda

Cloud Intelligence Workshop, AAAI 2020 | January 2020

Publication

CloudDet: Interactive Visual Analysis of Anomalous Performances in Cloud Computing Systems

Ke Xu, Yun Wang, Leni Yang, Yifang Wang, Bo Qiao, Si Qin, Yong Xu, Haidong Zhang, Huamin Qu

IEEE Transactions on Visualization and Computer Graphics | December 2019, Vol 26(1): pp. 1107-1117

DOI Publication 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

Continuous Incident Triage for Large-Scale Online Service Systems

Junjie Chen, …, Qingwei Lin 林庆维, …

ASE’19 | November 2019

Publication

Towards Automated Infographic Design: Deep Learning-based Auto-Extraction of Extensible Timeline

Zhutian Chen, Yun Wang, Qianwen Wang, Yong Wang, Huamin Qu

IEEE Transactions on Visualization and Computer Graphics | November 2019

Publication

Neural Feature Search: A Neural Architecture for Automated Feature Engineering

Xiangning Chen, Qingwei Lin 林庆维, …

ICDM’19 | October 2019

Publication

Visualization Assessment: A Machine Learning Approach

Xin Fu (intern), Yun Wang, Haoyu Dong, Weiwei Cui, Haidong Zhang

Proceedings of the 2019 IEEE VIS Conference | October 2019

Publication

Robust Log-based Anomaly Detection on Unstable Log Data

Xu Zhang, …, Qingwei Lin, …

FSE’19 | August 2019

Publication

Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation

ACL19 | August 2019

Publication Project

Local Search with Efficient Automatic Configuration for Minimum Vertex Cover

Chuan Luo, …, Qingwei Lin, …

IJCAI’19 | July 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

DeepMRT at the NTCIR-14 FinNum Task: A Hybrid Neural Model for Numeral Type Classification in Financial Tweets

Qianhui Wu, Guoxin Wang, Yuying Zhu, Haoyan Liu, Börje F. Karlsson

14th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-14) | June 2019

Publication

CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition

Yuying Zhu, Guoxin Wang, Börje F. Karlsson

https://arxiv.org/abs/1904.02141 | April 2019

Published by Microsoft

Accepted at NAACL 2019.

Publication PDF Project 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

GRN: Gated Relation Network to Enhance Convolutional Neural Network for Named Entity Recognition

Hui Chen, Zijia Lin, Guiguang Ding, Jian-Guang Lou, Yusen Zhang, Börje F. Karlsson

AAAI19 | 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

Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval

Yuanmin Tang, Xiaoting Qin, Jue Zhang, Jing Yu, Gaopeng Gou, Gang Xiong, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Wu

CVPR’25 | June 2025

Preprint

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

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

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

TraceArk: Towards Actionable Performance Anomaly Alerting for Online Service Systems

Zhengran Zeng, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Aegis: Attribution of Control Plane Change Impact across Layers and Components for Cloud Systems

Xiaohan Yan, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Did We Miss Something Important? Studying and Exploring Variable-Aware Log Abstraction

Zhenhao Li, …, Qingwei Lin 林庆维, …

ICSE 2023 | May 2023

Publication Project

Revisiting Code Search in a Two-Stage Paradigm

Fan Hu, Yanlin Wang, Lun Du, Xirong Li, Shi Han, Dongmei Zhang

ACM International Conference on Web Search and Data Mining (WSDM’23) | February 2023

Preprint

RACE: Retrieval-augmented Commit Message Generation

Ensheng Shi, Yanlin Wang, Lun Du, Hongyu Zhang, Shi Han, Dongmei Zhang, Hongbin Sun

The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP’22) | December 2022

Preprint

An Empirical Study of Log Analysis at Microsoft

Shilin He, Xu Zhang, Pinjia He, Yong Xu, Liqun Li, Yu Kang, Minghua Ma, Yining Wei, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维

2022 Foundations of Software Engineering (FSE) | November 2022

Publication Project Project

A large-scale empirical study of commit message generation: models, datasets and evaluation

Wei Tao, Yanlin Wang, Ensheng Shi, Lun Du, Shi Han, Hongyu Zhang, Dongmei Zhang, Wenqiang Zhang

Empirical Software Engineering | October 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

RESIN: A Holistic Service for Dealing with Memory Leaks in Production Cloud Infrastructure

Chang Lou, Cong Chen, Peng Huang, Yingnong Dang, Si Qin, Xinsheng Yang, Xukun Li, Qingwei Lin 林庆维, Murali Chintalapati

OSDI 2022 | July 2022

Publication Project 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

NetPanel: Traffic Measurement of Exchange Online Service

Yu Chen, …, Qingwei Lin 林庆维

NSDI 2023 | July 2022

Publication 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

LOGIC: Log Intelligence in Cloud

Lingling Zheng, Xu Zhang, Ze Li, Cong Chen, Shilin He, Liqun Li, Yu Kang, Yudong Liu, Qingwei Lin 林庆维, Yingnong Dang

MLSys Cloud Intelligence Workshop | June 2022

Publication

Multi-task Hierarchical Classification for Disk Failure Prediction in Online Service Systems

Yudong Liu, …, Qingwei Lin 林庆维, …

SIGKDD 2022 | May 2022

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

T-SMOTE: Temporal-oriented Synthetic Minority Oversampling Technique for Imbalanced Time Series Classification

Pu Zhao, …, Qingwei Lin 林庆维, …

IJCAI 2022 | March 2022

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

Fast Outage Analysis of Large-scale Production Clouds with Service Correlation Mining

Yaohui Wang, Guozheng Li, Zijian Wang, Yu Kang, Yangfan Zhou, Hongyu Zhang, Feng Gao, Jeffrey Sun, Li Yang, Pochian Lee, Zhangwei Xu, Pu Zhao, Bo Qiao, Liqun Li, Xu Zhang, Qingwei Lin

ICSE 2021 | May 2021

Publication Project Project

Narya: Predictive and Adaptive Failure Mitigation to Avert Production Cloud VM Interruptions

Sebastien Levy, Randolph Yao, Youjiang Wu, Yingnong Dang, Peng Huang, Zheng Mu, Pu Zhao, Tarun Ramani, Naga Govindraju, Xukun Li, Qingwei Lin, Gil Lapid Shafriri, Murali Chintalapati

MSR-TR-2020-35 | December 2020

Published by Microsoft

Technical report – extension of OSDI'20 paper

Publication 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

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

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

Expandable Group Identification in Spreadsheets

Wensheng Dou, Shi Han, Liang Xu, Dongmei Zhang, Jun Wei

Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (ASE’18) | September 2018

PDF DOI Project

Log Clustering based Problem Identification for Online Service Systems

Qingwei Lin 林庆维, Hongyu Zhang, Jian-Guang Lou, Yu Zhang, Xuewei CHEN

SEIP, ICSE | January 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

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

Decomposed Meta-Learning for Few-Shot Sequence Labeling

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Jieru Lin, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

IEEE/ACM Transactions on Audio, Speech, and Language Processing | March 2024, pp. 1980-1993

DOI PDF 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

LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models

Huiqiang Jiang, Qianhui Wu, Chin-Yew Lin, Yuqing Yang, Lili Qiu

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) | December 2023

Publication Project

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Project

CoLaDa: A Collaborative Label Denoising Framework for Cross-lingual Named Entity Recognition

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

ACL 2023 | July 2023

Publication Project

Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text

Qianhui Wu, Huiqiang Jiang, Haonan Yin, Börje F. Karlsson, Chin-Yew Lin

The 61st Annual Meeting of the Association for Computational Linguistics (ACL 2023) | July 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

Dataset and Baseline System for Multi-lingual Extraction and Normalization of Temporal and Numerical Expressions

Sanxing Chen, Yongqiang Chen, Börje F. Karlsson

MSR-TR-2023-9 | February 2023

Published by Microsoft Research

Publication Project

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

TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases

Yiheng Shu, Zhiwei Yu, Yuhan Li, Börje F. Karlsson, Tingting Ma, Yuzhong Qu, Chin-Yew Lin

The 2022 Conference on Empirical Methods in Natural Language Processing | December 2022

Publication Project

On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning

Tingting Ma, Qianhui Wu, Zhiwei Yu, Tiejun Zhao, Chin-Yew Lin

2022 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2022) | July 2022

Publication

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | May 2022

Publication 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

UniTrans: Unifying Model Transfer and Data Transfer for Cross-Lingual Named Entity Recognition with Unlabeled Data

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Biqing Huang, Jian-Guang Lou

29th International Joint Conference on Artificial Intelligence (IJCAI 2020) | July 2020

Publication Project Project Project

Single-/Multi-Source Cross-Lingual NER via Teacher-Student Learning on Unlabeled Data in Target Language

Qianhui Wu, Zijia Lin, Börje F. Karlsson, Jian-Guang Lou, Biqing Huang

2020 Annual Conference of the Association for Computational Linguistics (ACL 2020) | July 2020

Publication Project Project

Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources

Qianhui Wu, Zijia Lin, Guoxin Wang, Hui Chen, Börje F. Karlsson, Biqing Huang, Chin-Yew Lin

AAAI 2020 | February 2020

Publication Project

DeepMRT at the NTCIR-14 FinNum Task: A Hybrid Neural Model for Numeral Type Classification in Financial Tweets

Qianhui Wu, Guoxin Wang, Yuying Zhu, Haoyan Liu, Börje F. Karlsson

14th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-14) | June 2019

Publication

SpreadsheetLLM: Encoding Spreadsheets for Large Language Models

Haoyu Dong, Yuzhang Tian, Jianbo Zhao, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

Preprint Project

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

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

InsightPilot: An LLM-Empowered Automated Data Exploration System

Rui Ding, Shi Han, Dongmei Zhang

EMNLP 2023 | December 2023

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

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

TraceArk: Towards Actionable Performance Anomaly Alerting for Online Service Systems

Zhengran Zeng, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Aegis: Attribution of Control Plane Change Impact across Layers and Components for Cloud Systems

Xiaohan Yan, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Did We Miss Something Important? Studying and Exploring Variable-Aware Log Abstraction

Zhenhao Li, …, Qingwei Lin 林庆维, …

ICSE 2023 | 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

HAPENS: Hardness-Personalized Negative Sampling for Implicit Collaborative Filtering

Haoxin Liu, Pu Zhao, Si Qin, Yong Shi, Mirror Xu, Qingwei Lin 林庆维, Dongmei Zhang

WWW ’23 Companion | April 2023

Publication

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

TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases

Yiheng Shu, Zhiwei Yu, Yuhan Li, Börje F. Karlsson, Tingting Ma, Yuzhong Qu, Chin-Yew Lin

The 2022 Conference on Empirical Methods in Natural Language Processing | December 2022

Publication Project

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

RESIN: A Holistic Service for Dealing with Memory Leaks in Production Cloud Infrastructure

Chang Lou, Cong Chen, Peng Huang, Yingnong Dang, Si Qin, Xinsheng Yang, Xukun Li, Qingwei Lin 林庆维, Murali Chintalapati

OSDI 2022 | July 2022

Publication Project 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

Multi-task Hierarchical Classification for Disk Failure Prediction in Online Service Systems

Yudong Liu, …, Qingwei Lin 林庆维, …

SIGKDD 2022 | May 2022

Project 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

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

Automatic Loss Function Search for Predict-Then-Optimize Problems with Strong Ranking Property

Boshi Wang, Jialin Yi, Hang Dong, Bo Qiao, Chuan Luo, Qingwei Lin 林庆维

ICLR 2022 | April 2022

Publication Project

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

T-SMOTE: Temporal-oriented Synthetic Minority Oversampling Technique for Imbalanced Time Series Classification

Pu Zhao, …, Qingwei Lin 林庆维, …

IJCAI 2022 | March 2022

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

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

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

Fast Outage Analysis of Large-scale Production Clouds with Service Correlation Mining

Yaohui Wang, Guozheng Li, Zijian Wang, Yu Kang, Yangfan Zhou, Hongyu Zhang, Feng Gao, Jeffrey Sun, Li Yang, Pochian Lee, Zhangwei Xu, Pu Zhao, Bo Qiao, Liqun Li, Xu Zhang, Qingwei Lin

ICSE 2021 | May 2021

Publication Project Project

Learning to Automate Chart Layout Configurations Using Crowdsourced Paired Comparison

Aoyu Wu, Liwenhan Xie, Bongshin Lee, Yun Wang, Weiwei Cui, Huamin Qu

Proceedings of the ACM Conference on Human Factors in Computing Systems | May 2021

Publication

Correlation-Aware Heuristic Search for Intelligent Virtual Machine Provisioning in Cloud Systems

Chuan Luo, Bo Qiao, Wenqian Xing, Xin Chen, Pu Zhao, Chao Du, Randolph Yao, Hongyu Zhang, Wei Wu, Shaowei Cai, Saravanakumar Rajmohan, Qingwei Lin 林庆维

AAAI’21 | March 2021

Publication Project Project Project

PULNS: Positive-Unlabeled Learning with Effective Negative Sample Selector

Chuan Luo, …, Qingwei Lin 林庆维

AAAI’21 | March 2021

Publication Project

Narya: Predictive and Adaptive Failure Mitigation to Avert Production Cloud VM Interruptions

Sebastien Levy, Randolph Yao, Youjiang Wu, Yingnong Dang, Peng Huang, Zheng Mu, Pu Zhao, Tarun Ramani, Naga Govindraju, Xukun Li, Qingwei Lin, Gil Lapid Shafriri, Murali Chintalapati

MSR-TR-2020-35 | December 2020

Published by Microsoft

Technical report – extension of OSDI'20 paper

Publication 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

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

Two-goal Local Search and Inference Rules for Minimum Dominating Set

Shaowei Cai, …, Qingwei Lin 林庆维

IJCAI 2020 | October 2020

Publication Project

Intelligent Virtual Machine Provisioning in Cloud Computing

Chuan Luo, Bo Qiao, Xin Chen, Pu Zhao, Randolph Yao, Hongyu Zhang, Wei Wu, Andrew Zhou, Qingwei Lin 林庆维

IJCAI 2020 | 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

An Intelligent, End-To-End Analytics Service for Safe Deployment in Large-Scale Cloud Infrastructure

Ze Li, Qian Cheng, Ken Hsieh, Yingnong Dang, Peng Huang, Pankaj Singh, Xinsheng Yang, Qingwei Lin 林庆维, Youjiang Wu, Sebastien Levy, Murali Chintalapati

NSDI’20 | 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

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

Continuous Incident Triage for Large-Scale Online Service Systems

Junjie Chen, …, Qingwei Lin 林庆维, …

ASE’19 | November 2019

Publication

Neural Feature Search: A Neural Architecture for Automated Feature Engineering

Xiangning Chen, Qingwei Lin 林庆维, …

ICDM’19 | October 2019

Publication

Supporting Story Synthesis: Bridging the Gap between Visual Analytics and Storytelling

Siming Chen, Jie Li, Gennady Andrienko, Natalia Andrienko, Yun Wang, Phong H. Nguyen, Cagatay Turkay

IEEE Transactions on Visualization and Computer Graphics | September 2019

Publication PDF

Robust Log-based Anomaly Detection on Unstable Log Data

Xu Zhang, …, Qingwei Lin, …

FSE’19 | August 2019

Publication

Local Search with Efficient Automatic Configuration for Minimum Vertex Cover

Chuan Luo, …, Qingwei Lin, …

IJCAI’19 | July 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

GRN: Gated Relation Network to Enhance Convolutional Neural Network for Named Entity Recognition

Hui Chen, Zijia Lin, Guiguang Ding, Jian-Guang Lou, Yusen Zhang, Börje F. Karlsson

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

Expandable Group Identification in Spreadsheets

Wensheng Dou, Shi Han, Liang Xu, Dongmei Zhang, Jun Wei

Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (ASE’18) | September 2018

PDF DOI Project

Extracting Top-K Insights from Multi-dimensional Data

Bo Tang, Shi Han, Man Lung Yiu, Rui Ding, Dongmei Zhang

Proceedings of the 2017 ACM International Conference on Management of Data (SIGMOD’17) | May 2017

PDF DOI Project

AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure

Xi Chen, Zhiyang Zhang, Fangkai Yang, Xiaoting Qin, Chao Du, Xi Cheng, Hangxin Liu, Qingwei Lin 林庆维, Saravan Rajmohan, Dongmei Zhang, Qi Zhang

September 2024

Preprint

FormLM: Recommending Creation Ideas for Online Forms by Modelling Semantic and Structural Information

Yijia Shao, Mengyu Zhou, Yifan Zhong, Tao Wu, Hongwei Han, Shi Han, Gideon Huang, Dongmei Zhang

The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP ’22) | December 2022

PDF Preprint

Towards Natural Language-Based Visualization Authoring

Yun Wang, Zhitao Hou, Leixian Shen, Tongshuang Wu, Jiaqi Wang, He Huang, Haidong Zhang, Dongmei Zhang

IEEE Transactions on Visualization and Computer Graphics | November 2022

Publication PDF Preprint DOI

Investigating the Role and Interplay of Narrations and Animations in Data Videos

Hao Cheng, Junhong Wang, Yun Wang, Bongshin Lee, Haidong Zhang, Dongmei Zhang

Computer Graphics Forum (Proceedings of EuroVis 2022) | June 2022

Publication Project

MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation

Aoyu Wu, Yun Wang, Mengyu Zhou, Xinyi He, Haidong Zhang, Huamin Qu, Dongmei Zhang

IEEE Transactions on Visualization and Computer Graphics | 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

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

Learning to Automate Chart Layout Configurations Using Crowdsourced Paired Comparison

Aoyu Wu, Liwenhan Xie, Bongshin Lee, Yun Wang, Weiwei Cui, Huamin Qu

Proceedings of the ACM Conference on Human Factors in Computing Systems | May 2021

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

Improving Engagement of Animated Visualization with Visual Foreshadowing

Wenchao Li, Yun Wang, Haidong Zhang, Huamin Qu

Proceedings of the 2020 IEEE Visualization Conference (VIS) | October 2020

Publication

CloudDet: Interactive Visual Analysis of Anomalous Performances in Cloud Computing Systems

Ke Xu, Yun Wang, Leni Yang, Yifang Wang, Bo Qiao, Si Qin, Yong Xu, Haidong Zhang, Huamin Qu

IEEE Transactions on Visualization and Computer Graphics | December 2019, Vol 26(1): pp. 1107-1117

DOI Publication Publication

Towards Automated Infographic Design: Deep Learning-based Auto-Extraction of Extensible Timeline

Zhutian Chen, Yun Wang, Qianwen Wang, Yong Wang, Huamin Qu

IEEE Transactions on Visualization and Computer Graphics | November 2019

Publication

DataShot: Automatic Generation of Fact Sheets from Tabular Data

Yun Wang, Zhida Sun (intern), Haidong Zhang, Weiwei Cui, Ke Xu (intern), Xiaojuan Ma, Dongmei Zhang

IEEE Transactions on Visualization and Computer Graphics | November 2019

Publication

Text-to-Viz: Automatic Generation of Infographics from Proportion-Related Natural Language Statements

Weiwei Cui, Xiaoyu Zhang, Yun Wang, Ray Huang, Bei Chen, Lei Fang, Jian-Guang Lou, Haidong Zhang, Dongmei Zhang

IEEE Transactions on Visualization and Computer Graphics | November 2019

Publication Project

Visualization Assessment: A Machine Learning Approach

Xin Fu (intern), Yun Wang, Haoyu Dong, Weiwei Cui, Haidong Zhang

Proceedings of the 2019 IEEE VIS Conference | October 2019

Publication

Supporting Story Synthesis: Bridging the Gap between Visual Analytics and Storytelling

Siming Chen, Jie Li, Gennady Andrienko, Natalia Andrienko, Yun Wang, Phong H. Nguyen, Cagatay Turkay

IEEE Transactions on Visualization and Computer Graphics | September 2019

Publication PDF

An Emotional Response to the Value of Visualization

Yun Wang, Adrien Segal, Roberta Klatzky, Daniel F. Keefe, Petra Isenberg, Jorn Hurtienne, Eva Hornecker, Tim Dwyer, Stephen Barrass

IEEE Computer Graphics and Applications | August 2019

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

Towards Cloud Efficiency with Large-scale Workload Characterization

A. Parayil, Jue Zhang, Xiaoting Qin, Íñigo Goiri, Chetan Bansal

ICPE | May 2025

Preprint

Intelligent Router for LLM Workloads: Improving Performance Through Workload-Aware Scheduling

A. Parayil, Ankur Mallick, Esha Choukse, Xiaoting Qin, Jue Zhang, Íñigo Goiri, Rujia Wang, Chetan Bansal, Victor Ruehle, Saravan Rajmohan, Kunal Jain, Anoop Kulkarni, Steve Kofsky

ArXiv | August 2024, Vol abs/2408.13510

Preprint

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

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

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

TraceArk: Towards Actionable Performance Anomaly Alerting for Online Service Systems

Zhengran Zeng, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Aegis: Attribution of Control Plane Change Impact across Layers and Components for Cloud Systems

Xiaohan Yan, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Did We Miss Something Important? Studying and Exploring Variable-Aware Log Abstraction

Zhenhao Li, …, Qingwei Lin 林庆维, …

ICSE 2023 | 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

RESIN: A Holistic Service for Dealing with Memory Leaks in Production Cloud Infrastructure

Chang Lou, Cong Chen, Peng Huang, Yingnong Dang, Si Qin, Xinsheng Yang, Xukun Li, Qingwei Lin 林庆维, Murali Chintalapati

OSDI 2022 | July 2022

Publication Project 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

NetPanel: Traffic Measurement of Exchange Online Service

Yu Chen, …, Qingwei Lin 林庆维

NSDI 2023 | July 2022

Publication 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

Multi-task Hierarchical Classification for Disk Failure Prediction in Online Service Systems

Yudong Liu, …, Qingwei Lin 林庆维, …

SIGKDD 2022 | May 2022

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

T-SMOTE: Temporal-oriented Synthetic Minority Oversampling Technique for Imbalanced Time Series Classification

Pu Zhao, …, Qingwei Lin 林庆维, …

IJCAI 2022 | March 2022

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

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

Narya: Predictive and Adaptive Failure Mitigation to Avert Production Cloud VM Interruptions

Sebastien Levy, Randolph Yao, Youjiang Wu, Yingnong Dang, Peng Huang, Zheng Mu, Pu Zhao, Tarun Ramani, Naga Govindraju, Xukun Li, Qingwei Lin, Gil Lapid Shafriri, Murali Chintalapati

MSR-TR-2020-35 | December 2020

Published by Microsoft

Technical report – extension of OSDI'20 paper

Publication Project

Prediction-Guided Design for Software Systems

Si Qin, Yong Xu, Shandan Zhou, Qingwei Lin 林庆维, Hongyu Zhang, Saurabh Agarwal, Karthikeyan Subramanian, Eli Cortez, John Miller, Chris Cowdery, Shanti Kemburu, Dongmei Zhang, Thomas Moscibroda

Cloud Intelligence Workshop, AAAI 2020 | January 2020

Publication

Incrementally-deployable Indoor Navigation with Automatic Trace Generation

Yuanchao Shu, Zhuqi Li, Börje F. Karlsson, Yiyong Lin, Thomas Moscibroda, Kang Shin

IEEE International Conference on Computer Communications (INFOCOM) | April 2019

Publication Project

Decomposed Meta-Learning for Few-Shot Sequence Labeling

Tingting Ma, Qianhui Wu, Huiqiang Jiang, Jieru Lin, Börje F. Karlsson, Tiejun Zhao, Chin-Yew Lin

IEEE/ACM Transactions on Audio, Speech, and Language Processing | March 2024, pp. 1980-1993

DOI PDF Project

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) | Findings | 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

DeepMRT at the NTCIR-14 FinNum Task: A Hybrid Neural Model for Numeral Type Classification in Financial Tweets

Qianhui Wu, Guoxin Wang, Yuying Zhu, Haoyan Liu, Börje F. Karlsson

14th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR-14) | June 2019

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

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

TraceArk: Towards Actionable Performance Anomaly Alerting for Online Service Systems

Zhengran Zeng, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Aegis: Attribution of Control Plane Change Impact across Layers and Components for Cloud Systems

Xiaohan Yan, …, Qingwei Lin 林庆维, …

ICSE 2023 SEIP | May 2023

Publication Project

Did We Miss Something Important? Studying and Exploring Variable-Aware Log Abstraction

Zhenhao Li, …, Qingwei Lin 林庆维, …

ICSE 2023 | 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

RESIN: A Holistic Service for Dealing with Memory Leaks in Production Cloud Infrastructure

Chang Lou, Cong Chen, Peng Huang, Yingnong Dang, Si Qin, Xinsheng Yang, Xukun Li, Qingwei Lin 林庆维, Murali Chintalapati

OSDI 2022 | July 2022

Publication Project 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

Multi-task Hierarchical Classification for Disk Failure Prediction in Online Service Systems

Yudong Liu, …, Qingwei Lin 林庆维, …

SIGKDD 2022 | May 2022

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

Automatic Loss Function Search for Predict-Then-Optimize Problems with Strong Ranking Property

Boshi Wang, Jialin Yi, Hang Dong, Bo Qiao, Chuan Luo, Qingwei Lin 林庆维

ICLR 2022 | April 2022

Publication Project

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

T-SMOTE: Temporal-oriented Synthetic Minority Oversampling Technique for Imbalanced Time Series Classification

Pu Zhao, …, Qingwei Lin 林庆维, …

IJCAI 2022 | March 2022

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

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