Reynold Cheng

Full Professor, School of Computing and Data Science, The University of Hong Kong

Joined

July 2019

Names

Reynold Cheng

Emails

****@cs.hku.hk (Confirmed)

Personal Links

Career & Education History

Full Professor

School of Computing and Data Science, The University of Hong Kong (cs.hku.hk)

2020 – 2036

Advisors, Relations & Conflicts

PhD Advisor

Sunil Prabhakar

2001 – 2005

Expertise

graph databases

2014 – 2024

uncertain databases

2005 – 2024

Publications

Orchestrating Pre-Trained Agents for Multi-Objective Decision Making
Carrie Wang, Reynold Cheng, Behrooz Omidvar Tehrani, Sihem Amer-Yahia
- Submitted to ICLR 2026
- Readers: Everyone
BIRD-INTERACT: Re-imagining Text-to-SQL Evaluation via Lens of Dynamic Interactions
Nan Huo, Xiaohan Xu, Jinyang Li, Per Jacobsson, Shipei Lin, Bowen Qin, Binyuan Hui, Xiaolong Li, Ge Qu, Shuzheng Si, Linheng Han, Edward Alexander, Xintong Zhu, Rui Qin, Ruihan Yu, Yiyao Jin, Feige Zhou, Weihao Zhong, Yun Chen, Hongyu Liu et al. (4 additional authors not shown)
- ICLR 2026 Oral
- Readers: Everyone
Unlocking SLM Potential for Data Analysis Code Generation via Non-Parametric Knowledge Distillation
Jinyang Li, Jack Williams, Nick McKenna, Arian Askari, Nicholas Wilson, Reynold Cheng
- NeurIPS 2025 poster
- Readers: Everyone
SWE-SQL: Illuminating LLM Pathways to Solve User SQL Issues in Real-World Applications
Jinyang Li, Xiaolong Li, Ge Qu, Per Jacobsson, Bowen Qin, Binyuan Hui, Shuzheng Si, Nan Huo, Xiaohan Xu, Yue Zhang, Ziwei Tang, Yuanshuai Li, Florensia Widjaja, Xintong Zhu, Feige Zhou, Yongfeng Huang, Yannis Papakonstantinou, Fatma Ozcan, Chenhao Ma, Reynold Cheng
- NeurIPS 2025 poster
- Readers: Everyone
Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis
Xu Wang, Yan Hu, Wenyu Du, Reynold Cheng, Benyou Wang, Difan Zou
- BuildingTrust
- Readers: Everyone
Are Large Language Models Ready for Multi-Turn Tabular Data Analysis?
Jinyang Li, Nan Huo, Yan Gao, Jiayi Shi, Yingxiu Zhao, Ge Qu, Bowen Qin, Yurong Wu, Xiaodong Li, Chenhao Ma, Jian-Guang Lou, Reynold Cheng
- ICML 2025 poster
- Readers: Everyone
Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis
Xu Wang, Yan Hu, Wenyu Du, Reynold Cheng, Benyou Wang, Difan Zou
- ICML 2025 poster
- Readers: Everyone
Before Generation, Align it! A Novel and Effective Strategy for Mitigating Hallucinations in Text-to-SQL Generation
Ge Qu, Jinyang Li, Bowen Li, Bowen Qin, Nan Huo, Chenhao Ma, Reynold Cheng
- ACL 2024
- Readers: Everyone
Graphix-T5: mixing pre-trained transformers with graph-aware layers for text-to-SQL parsing
Jinyang Li, Binyuan Hui, Reynold Cheng, Bowen Qin, Chenhao Ma, Nan Huo, Fei Huang, Wenyu Du, Luo Si, Yongbin Li
- AAAI 2023
- Readers: Everyone
Benchmarking Intelligent LLM Agents for Conversational Data Analysis
Jinyang Li, Nan Huo, Yan Gao, Jiayi Shi, Yingxiu Zhao, Ge Qu, Bowen Qin, Xiaodong Li, Chenhao Ma, Jian-Guang Lou, Reynold Cheng
- Submitted to ICLR 2025
- Readers: Everyone

View all 18 publications

Co-Authors

View all 83 co-authors