蔡 鹏

教授 · 博士生导师
华东师范大学 数据科学与工程学院

简介

2015年6月加入华东师范大学数据科学与工程学院，在此之前先后就职于IBM中国研究院和百度（中国）有限公司。在VLDB、ICDE、SIGIR、ACL等国际顶级会议上发表多篇学术论文。

研究方向：内存事务处理、基于机器学习技术的自适应数据管理系统。

荣誉：曾获国家科技进步二等奖、教育部科技进步一等奖。

发表论文

  1. Kecheng Luo, Ruiyang Ma, Peng Cai . Rainbow: Risk-aware Index Benefit Estimation Facing Out Of Distribution Workloads. SIGMOD 2026
  2. Sijia Li, Peng Cai , Zhifan Zhang, Huiqi Hu, Rong Zhang, Xuan Zhou, Quanqing Xu, Chuanhui Yang. APQO: An Adaptive Framework for Parametric Query Optimization. SIGMOD 2026
  3. Zhongwei Yue, Jun-Peng Zhu, Peng Cai , Xuan Zhou, Quanqing Xu and Chuanhui Yang. ESTune: Bayesian Uncertainty-Guided Early Stopping for Database Configuration Tuning. SIGMOD 2026
  4. Jun-Peng Zhu, Boyan Niu, Peng Cai, Zheming Ni, Kai Xu, Jiajun Huang, Shengbo Ma, Bing Wang, Xuan Zhou, Guanglei Bao, Donghui Zhang, Liu Tang, Qi Liu. TiInsight: A SQL-based Automated Exploratory Data Analysis System with Large Language Models (Demo). SIGMOD 2026
  5. Kecheng Luo，Sijia Li, Miaodong Shen，Yiqi Shen，PinShan Cao，Peng Cai，Xiang Wu, Kai Li,Jinlong Cai, Weiyuan Xu. Learned Root-Cause SQL Prioritization and Diagnosis for Complex Database Performance Issues. SIGMOD 2026
  6. Jun-Peng Zhu, Lingfeng Zhang, Peng Cai, Xuan Zhou, Peisen Zhao, Xue Wang, Linpeng Tang. FDBKeeper: Enabling Scalable Coordination Services for Metadata Management using Distributed Key-Value Databases. VLDB 2025
  7. Shihao Zhou, Qi Mao, Yi Cheng, Hongcheng Qi, Yilun Huang, Peng Cai, Jun-Peng Zhu. RedTAO: A Trillion-edge High-throughput Graph Store. SIGMOD 2025
  8. Rongrong Zhang, Zhiwei Ye, Jun-Peng Zhu, Peng Cai, Xuan Zhou, Dunbo Cai, Ling Qian. HAWK: A Workload-driven Hierarchical Deadlock Detection Approach in Distributed Database System. VLDB 2025
  9. Jun-Peng Zhu, Boyan Niu, Peng Cai, Zheming Ni, Jianwei Wan, Kai Xu, Donghui Zhang, Liu Tang, Qi Liu. Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models. VLDB 2025
  10. Kecheng Luo, Ruiyang Ma, Peng Cai ., Aoying Zhou, Zhiwei Ye, Dunbo Cai, Ling Qian. Guiding Index Tuning Exploration with Potential Estimation. ICDE 2025
  11. Shanshan Huang, Zhiwei Ye, Peng Cai, Qiwen Dong. Model-Accuracy Aware Query Routing for Smart Logistics Service. ICDE 2025
  12. Jun-Peng Zhu, Zhiwei Ye, Xiaolong He, Peng Cai, Xuan Zhou, Aoying Zhou, Dunbo Cai, Ling Qian, Kai Xu, Liu Tang, Qi Liu. SylphDB: An Active and Adaptive LSM Engine for Update-Intensive Workloads. ICDE 2025
  13. Weiyuan Xu, Juntao Luo, Tao Huang, Kaixin Sui, Jie Geng, Qijun Ma, Isami Akasaka, Xiaoxue Shi, Jing Tang, Peng Cai. LogSage: An LLM-based framework for CI/CD failure detection and remediation with industrial validation. ASE 2025
  14. Jun-Peng Zhu, Peng Cai , Boyan Niu, Zheming Ni, Kai Xu, Donghui Zhang, Liu Tang and Qi Liu. Chat2Query: A Zero-Shot Automatic Exploratory Data Analysis System with Large Language Models (Demo). ICDE 2024
  15. Jun-Peng Zhu, Peng Cai , Kai Xu, Li Li, Yishen Sun, Shuai Zhou, Haihuang Su , Liu Tang and Qi Liu. AutoTQA: Towards Autonomous Tabular Question Answering through Multi-Agent Large Language Models. VLDB 2024
  16. Zhongwei Yue, Shujian Peng, Peng Cai , Xuan Zhou, Huiqi Hu, Rong Zhang, Quanqing Xu and Chuanhui Yang. Functionality-Aware Database Tuning via Multi-Task Learning. ICDE 2024
  17. Gan Peng, Peng Cai , Kaikai Ye, Kai Li, Jinlong Cai, Yufeng Shen, Han Su and Weiyuan Xu. Online Index Recommendation for Slow Queries. ICDE 2024
  18. Yiqi Shen, Sijia Li, Miaodong Shen, Peng Cai , Weiyuan Xu, Kai Li and Jinlong Cai. DB-MAGS: Multi-Anomaly Data Generation System for Transactional Databases (Demo). VLDB 2024
  19. Jun-Peng Zhu, Zhiwei Ye, Peng Cai , Donghui Wang, Fengyan Zhang, Dunbo Cai and Ling Qian. Log Replaying for Real-Time HTAP: An Adaptive Epoch-based Two-Stage Framework. ICDE 2024