Exploring the Effectiveness of LLMs in Automated Logging Generation: An Empirical Study. - Yichen Li 003; Yintong Huo; Zhihan Jiang; Renyi Zhong; Pinjia He; Yuxin Su 001; Michael R. Lyu (CoRR, 2023)

Knowledge-aware Alert Aggregation in Large-scale Cloud Systems: a Hybrid Approach. - Jinxi Kuang; Jinyang Liu 002; Junjie Huang 008; Renyi Zhong; Jiazhen Gu; Lan Yu; Rui Tan 006; Zengyin Yang; Michael R. Lyu (ICSE-SEIP, 2024)

Automated Defects Detection and Fix in Logging Statement. - Renyi Zhong; Yichen Li 003; Jinxi Kuang; Wenwei Gu; Yintong Huo; Michael R. Lyu (CoRR, 2024)

Go Static: Contextualized Logging Statement Generation. - Yichen Li 003; Yintong Huo; Renyi Zhong; Zhihan Jiang; Jinyang Liu 002; Junjie Huang 008; Jiazhen Gu; Pinjia He; Michael R. Lyu (Proc. ACM Softw. Eng., 2024)

Exploring the Effectiveness of LLMs in Automated Logging Statement Generation: An Empirical Study. - Yichen Li 003; Yintong Huo; Zhihan Jiang; Renyi Zhong; Pinjia He; Yuxin Su 001; Lionel C. Briand; Michael R. Lyu (IEEE Trans. Software Eng., 2024)

Cordial: Cross-row Failure Prediction Method Based on Bank-level Error Locality for HBMs. - Wenwei Gu; Jiazhen Gu; Renyi Zhong; Wenyu Zhang; Ming Li; Michael R. Lyu (DSN-S, 2025)

Towards Quality Assurance of Natural Language in Code. - Renyi Zhong (ICSE Companion, 2025)

L4: Diagnosing Large-scale LLM Training Failures via Automated Log Analysis. - Zhihan Jiang; Junjie Huang 008; Guangba Yu; Zhuangbin Chen; Yichen Li 003; Renyi Zhong; Cong Feng; Yongqiang Yang; Zengyin Yang; Michael R. Lyu (SIGSOFT FSE Companion, 2025)

Towards Imperceptible Adversarial Attacks for Time Series Classification with Local Perturbations and Frequency Analysis. - Wenwei Gu; Renyi Zhong; Jianping Zhang 002; Michael R. Lyu (CoRR, 2025)

Larger Is Not Always Better: Exploring Small Open-source Language Models in Logging Statement Generation. - Renyi Zhong; Yichen Li 003; Guangba Yu; Wenwei Gu; Jinxi Kuang; Yintong Huo; Michael R. Lyu (CoRR, 2025)

KPIRoot+: An Efficient Integrated Framework for Anomaly Detection and Root Cause Analysis in Large-Scale Cloud Systems. - Wenwei Gu; Renyi Zhong; Guangba Yu; Xinying Sun; Jinyang Liu 002; Yintong Huo; Zhuangbin Chen; Jianping Zhang 002; Jiazhen Gu; Yongqiang Yang; Michael R. Lyu (CoRR, 2025)

CCISolver: End-to-End Detection and Repair of Method-Level Code-Comment Inconsistency. - Renyi Zhong; Yintong Huo; Wenwei Gu; Jinxi Kuang; Zhihan Jiang; Guangba Yu; Yichen Li 003; David Lo 001; Michael R. Lyu (CoRR, 2025)