ICML 2026
CoDA-Bench: Can Code Agents Handle Data-Intensive Tasks?
Yuxin Zhang, Ju Fan, Meihao Fan, Shaolei Zhang, Xiaoyong Du
PaperMEIHAO FAN
Publications
ICML 2026
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science
Shaolei Zhang, Ju Fan, Meihao Fan, Guoliang Li, Xiaoyong Du
PaperVLDB 2026
TACO: A Benchmark for Open-Domain Text-to-SQL with Ambiguous and Cross-Database Queries
Chao Deng, Ju Fan, Yuyu Luo, Qinliang Xue, Meihao Fan, Yuxin Zhang, Min Zhang, Xiaofeng Jia, Jing Zhang, Xiaoyong Du
PaperVLDB 2026
DeepPrep: An LLM-Powered Agentic System for Autonomous Data Preparation
Meihao Fan, Ju Fan, Yuxin Zhang, Shaolei Zhang, Xiaoyong Du, Jie Song, Peng Li, Fuxin Jiang, Tieying Zhang, Jianjun Chen
PaperSIGMOD 2026
Reward-SQL: Boosting Text-to-SQL via Stepwise Execution-Aware Reasoning and Process-Supervised Rewards
Yuxin Zhang, Meihao Fan, Ju Fan, Mingyang Yi, Yuyu Luo, Jian Tan, Guoliang Li
PaperVLDB 2025
AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework
Meihao Fan, Ju Fan, Nan Tang, Lei Cao, Guoliang Li, Xiaoyong Du
PaperICDE 2024
Cost-Effective In-Context Learning for Entity Resolution: A Design Space Exploration
Meihao Fan, Xiaoyue Han, Ju Fan, Chengliang Chai, Nan Tang, Guoliang Li, Xiaoyong Du
PaperWireless Communications and Mobile Computing
Few‐Shot Multihop Question Answering over Knowledge Base
Fan, Meihao, Lei Zhang, Siyao Xiao, and Yuru Liang
PaperManuscripts
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Meihao Fan, Shaolei Zhang, Ju Fan, Peng Li, Jie Song, Jianjun Chen. EvoCost: Harness Self-Evolution for Cost-Efficient LLM Agents Under Review at ICLR 2027.
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Gaoyuan Li, Meihao Fan, Yizhe Liu, Shaolei Zhang, Ju Fan, Siyi Wang, Jiaheng Hou, Xudong Weng, Honghan Tian, Zang Li. SkillAdam: Stable and Efficient Skill Evolution for Agents Under Review at ICLR 2027. Preprint · Code
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Yuxin Zhang, Ju Fan, Meihao Fan, Shaolei Zhang, … Multi-Agent World: Scaling Multi-Agent Orchestration Training via Recursive Environment Improvement Under Review at ICLR 2027.