Robust log-based anomaly detection on unstable log data. - Xu Zhang 024; Yong Xu 010; Qingwei Lin; Bo Qiao 001; Hongyu Zhang 002; Yingnong Dang; Chunyu Xie; Xinsheng Yang; Qian Cheng; Ze Li 005; Junjie Chen 003; Xiaoting He 003; et al. (ESEC/SIGSOFT FSE, 2019)

Gandalf: An Intelligent, End-To-End Analytics Service for Safe Deployment in Large-Scale Cloud Infrastructure. - Ze Li 005; Qian Cheng; Ken Hsieh; Yingnong Dang; Peng Huang 005; Pankaj Singh; Xinsheng Yang; Qingwei Lin; Youjiang Wu; Sebastien Levy; Murali Chintalapati (NSDI, 2020)

Efficient incident identification from multi-dimensional issue reports via meta-heuristic search. - Jiazhen Gu; Chuan Luo 002; Si Qin; Bo Qiao 001; Qingwei Lin; Hongyu Zhang 002; Ze Li 005; Yingnong Dang; Shaowei Cai 001; Wei Wu 011; Yangfan Zhou; Murali Chintalapati; et al. (ESEC/SIGSOFT FSE, 2020)

HALO: Hierarchy-aware Fault Localization for Cloud Systems. - Xu Zhang 024; Chao Du; Yifan Li; Yong Xu 010; Hongyu Zhang 002; Si Qin; Ze Li 005; Qingwei Lin; Yingnong Dang; Andrew Zhou; Saravanakumar Rajmohan; Dongmei Zhang 001 (KDD, 2021)

Onion: identifying incident-indicating logs for cloud systems. - Xu Zhang 024; Yong Xu 010; Si Qin; Shilin He; Bo Qiao 001; Ze Li 005; Hongyu Zhang 002; Xukun Li; Yingnong Dang; Qingwei Lin; Murali Chintalapati; Saravanakumar Rajmohan; et al. (ESEC/SIGSOFT FSE, 2021)

Deoxys: A Causal Inference Engine for Unhealthy Node Mitigation in Large-scale Cloud Infrastructure. - Chaoyun Zhang; Randolph Yao; Si Qin; Ze Li 005; Shekhar Agrawal; Binit R. Mishra; Tri Tran; Minghua Ma; Qingwei Lin; Murali Chintalapati; Dongmei Zhang 001 (SoCC, 2024)

Can We Trust Auto-Mitigation? Improving Cloud Failure Prediction with Uncertain Positive Learning. - Haozhe Li; Minghua Ma; Yudong Liu; Pu Zhao 004; Shuo Li 013; Ze Li 005; Murali Chintalapati; Yingnong Dang; Chetan Bansal; Saravan Rajmohan; Qingwei Lin; Dongmei Zhang 001 (ISSRE, 2024)

Early Bird: Ensuring Reliability of Cloud Systems Through Early Failure Prediction. - Yudong Liu; Minghua Ma; Pu Zhao 004; Tianci Li; Bo Qiao 001; Shuo Li 013; Ze Li 005; Murali Chintalapati; Yingnong Dang; Chetan Bansal; Saravan Rajmohan; Qingwei Lin; et al. (ISSRE (Workshops), 2024)

Large Language Models Can Provide Accurate and Interpretable Incident Triage. - Zexin Wang; Jianhui Li; Minghua Ma; Ze Li 005; Yu Kang 006; Chaoyun Zhang; Chetan Bansal; Murali Chintalapati; Saravan Rajmohan; Qingwei Lin; Dongmei Zhang 001; Changhua Pei; et al. (ISSRE, 2024)

Why does Prediction Accuracy Decrease over Time? Uncertain Positive Learning for Cloud Failure Prediction. - Haozhe Li; Minghua Ma; Yudong Liu; Pu Zhao 004; Lingling Zheng; Ze Li 005; Yingnong Dang; Murali Chintalapati; Saravan Rajmohan; Qingwei Lin; Dongmei Zhang 001 (CoRR, 2024)

Orchestrating Cross-Layer Anomaly Detection and Mitigation to Address Gray Failures in Large-Scale Cloud Infrastructure. - Ze Li 005; Chang Lou; Vignatha Yenugutala; Vivek Ramamurthy; Eion Blanchard; Minghua Ma; Murali Chintalapati (AIOps, 2025)