PPaperPicks

Ju Fan

31 papers at tracked venues · 31 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Nan Tang
×16
Yuyu Luo
×9
Guoliang Li
×9
Xiaoyong Du
×9
Chengliang Chai
×8
Lei Cao
×5
Meihao Fan
×4
Sibei Chen
×4
Ye Yuan
×4
Guoren Wang
×4
Chenyu Yang
×3
Yuxin Zhang
×3

Papers

  1. Data Agents: Levels, State of the Art, and Open Problems
    SIGMOD 2026 ·
    Yuyu Luo
    ,
    Guoliang Li
    , Ju Fan,
    Nan Tang
  2. Revisiting Single-Table Retrieval: An Open Problem Under 360° Stress Tests
    ICDE 2026 ·
    Chenyu Yang
    ,
    Ziyu Jiang
    ,
    Junhao Li
    ,
    Yuyu Luo
    , Ju Fan,
    Nan Tang
  3. Reward-SQL: Boosting Text-to-SQL via Stepwise Execution-Aware Reasoning and Process-Supervised Rewards
    SIGMOD 2026 ·
    Yuxin Zhang
    ,
    Meihao Fan
    , Ju Fan,
    Mingyang Yi
    ,
    Yuyu Luo
    ,
    Guoliang Li
    ,
    Bin Wu
    ,
    Wenchao Zhou
  4. TACO: A Benchmark for Open-Domain Text-to-SQL with Ambiguous and Cross-Database Queries
    VLDB 2026 ·
    Chao Deng
    , Ju Fan,
    Yuyu Luo
    ,
    Qinliang Xue
    ,
    Meihao Fan
    ,
    Yuxin Zhang
    ,
    Min Zhang
    ,
    Xiaofeng Jia
    ,
    Jing Zhang
    ,
    Xiaoyong Du
  5. Telescope: A Learned What-If Call for Column Store Selection in HTAP Databases
    ICDE 2026 ·
    Yidong Zhang
    ,
    Chao Zhang
    ,
    Zhengkun Wu
    , Ju Fan,
    Xinyi Zhang
    ,
    Hong Chen
    ,
    Yuxing Chen
    ,
    Anqun Pan
  6. VecBench: A Controllable Benchmark for Filtered Vector Search: [Experiments & Analysis]
    SIGMOD 2026 ·
    Xiang Zhang
    ,
    Chao Zhang
    , Ju Fan,
    Guoliang Li
    ,
    Xiaoyong Du
  7. Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search
    ICML 2025 ·
    Boyan Li
    ,
    Jiayi Zhang
    , Ju Fan,
    Yanwei Xu
    ,
    Chong Chen
    ,
    Nan Tang
    ,
    Yuyu Luo
  8. Andromeda: Debugging Database Performance Issues with Retrieval-Augmented Large Language Models
    SIGMOD 2025 ·
    Pengyi Wang
    ,
    Sibei Chen
    , Ju Fan,
    Bin Wu
    ,
    Nan Tang
    ,
    Jian Tan
  9. AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework
    VLDB 2025 ·
    Meihao Fan
    , Ju Fan,
    Nan Tang
    ,
    Lei Cao
    ,
    Guoliang Li
    ,
    Xiaoyong Du
  10. Automatic Database Configuration Debugging using Retrieval-Augmented Language Models
    SIGMOD 2025 ·
    Sibei Chen
    , Ju Fan,
    Bin Wu
    ,
    Nan Tang
    ,
    Chao Deng
    ,
    Pengyi Wang
    ,
    Ye Li
    ,
    Jian Tan
    ,
    Feifei Li
    ,
    Jingren Zhou
    ,
    Xiaoyong Du
  11. CloudyBench: A Testbed for A Comprehensive Evaluation of Cloud-Native Databases
    ICDE 2025 ·
    Chao Zhang
    ,
    Guoliang Li
    ,
    Leyao Liu
    ,
    Tao Lv
    , Ju Fan
  12. Data Imputation with Limited Data Redundancy Using Data Lakes
    VLDB 2025 ·
    Chenyu Yang
    ,
    Yuyu Luo
    ,
    Chuanxuan Cui
    , Ju Fan,
    Chengliang Chai
    ,
    Nan Tang
  13. Harnessing Diversity for Important Data Selection in Pretraining Large Language Models
    ICLR 2025 ·
    Chi Zhang
    ,
    Huaping Zhong
    ,
    Kuan Zhang
    ,
    Chengliang Chai
    ,
    Rui Wang
    ,
    Xinlin Zhuang
    ,
    Tianyi Bai
    ,
    Jiantao Qiu
    ,
    Lei Cao
    , Ju Fan,
    Ye Yuan
    ,
    Guoren Wang
    ,
    Conghui He
  14. Natural Language to SQL: State of the Art and Open Problems
    VLDB 2025 ·
    Yuyu Luo
    ,
    Guoliang Li
    , Ju Fan,
    Chengliang Chai
    ,
    Nan Tang
  15. PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking
    VLDB 2025 ·
    Yan Zhou
    ,
    Chunwei Liu
    ,
    Bhuvan Urgaonkar
    ,
    Zhengle Wang
    ,
    Magnus Mueller
    ,
    Chao Zhang
    ,
    Songyue Zhang
    ,
    Pascal Pfeil
    ,
    Dominik Horn
    ,
    Zhengchun Liu
    ,
    Davide Pagano
    ,
    Tim Kraska
    ,
    Samuel Madden
    , Ju Fan
  16. TANDEM: Bi-Level Data Mixture Optimization with Twin Networks
    NeurIPS 2025 ·
    Jiaxing Wang
    ,
    Deping Xiang
    ,
    Jin Xu
    ,
    Mingyang Yi
    ,
    Guoqiang Gong
    ,
    Zicheng Zhang
    ,
    Haoran Li
    ,
    Pengzhang Liu
    ,
    Zhen Chen
    ,
    Ke Zhang
    , Ju Fan,
    Qixia Jiang
  17. Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation
    VLDB 2025 ·
    Changlun Li
    ,
    Chenyu Yang
    ,
    Yuyu Luo
    , Ju Fan,
    Nan Tang
  18. A Multi-Task Learning Framework for Reading Comprehension of Scientific Tabular Data
    ICDE 2024 ·
    Xu Yang
    ,
    Meihui Zhang
    , Ju Fan,
    Zeyu Luo
    ,
    Yuxin Yang
  19. Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations
    SIGMOD 2024 ·
    Sibei Chen
    ,
    Yeye He
    ,
    Weiwei Cui
    , Ju Fan,
    Song Ge
    ,
    Haidong Zhang
    ,
    Dongmei Zhang
    ,
    Surajit Chaudhuri
  20. ChatPipe: Orchestrating Data Preparation Pipelines by Optimizing Human-ChatGPT Interactions
    SIGMOD 2024 ·
    Sibei Chen
    ,
    Hanbing Liu
    ,
    Waiting Jin
    ,
    Xiangyu Sun
    ,
    Xiaoyao Feng
    , Ju Fan,
    Xiaoyong Du
    ,
    Nan Tang
  21. CodeS: Towards Building Open-source Language Models for Text-to-SQL
    SIGMOD 2024 ·
    Haoyang Li
    ,
    Jing Zhang
    ,
    Hanbing Liu
    , Ju Fan,
    Xiaokang Zhang
    ,
    Jun Zhu
    ,
    Renjie Wei
    ,
    Hongyan Pan
    ,
    Cuiping Li
    ,
    Hong Chen
  22. Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL
    VLDB 2024 · Ju Fan,
    Zihui Gu
    ,
    Songyue Zhang
    ,
    Yuxin Zhang
    ,
    Zui Chen
    ,
    Lei Cao
    ,
    Guoliang Li
    ,
    Samuel Madden
    ,
    Xiaoyong Du
    ,
    Nan Tang
  23. Controllable Tabular Data Synthesis Using Diffusion Models
    SIGMOD 2024 ·
    Tongyu Liu
    , Ju Fan,
    Nan Tang
    ,
    Guoliang Li
    ,
    Xiaoyong Du
  24. Cost-Effective In-Context Learning for Entity Resolution: A Design Space Exploration
    ICDE 2024 ·
    Meihao Fan
    ,
    Xiaoyue Han
    , Ju Fan,
    Chengliang Chai
    ,
    Nan Tang
    ,
    Guoliang Li
    ,
    Xiaoyong Du
  25. DINGO: Towards Diverse and Fine-Grained Instruction-Following Evaluation
    AAAI 2024 ·
    Zihui Gu
    ,
    Xingwu Sun
    ,
    Fengzong Lian
    ,
    Zhanhui Kang
    ,
    Chengzhong Xu
    , Ju Fan
  26. Front Matter
    VLDB 2024 ·
    Meihui Zhang
    ,
    Cyrus Shahabi
    , Ju Fan,
    Yang Cao
    ,
    Xiaoou Ding
    ,
    Divesh Srivastava
    ,
    Nesime Tatbul
    ,
    Sihem Amer-Yahia
    ,
    Yongxin Tong
    ,
    Yuncheng Wu
    ,
    Li Xiong
    ,
    Torsten Grust
    ,
    Themis Palpanas
    ,
    Philippe Bonnet
    ,
    Haixun Wang
    ,
    Wook-Shin Han
    ,
    Ibrahim Sabek
    ,
    M. Tamer Özsu
    ,
    Xiaofang Zhou
  27. IDE: A System for Iterative Mislabel Detection
    SIGMOD 2024 ·
    Yuhao Deng
    ,
    Qiyan Deng
    ,
    Chengliang Chai
    ,
    Lei Cao
    ,
    Nan Tang
    , Ju Fan,
    Jiayi Wang
    ,
    Ye Yuan
    ,
    Guoren Wang
  28. Improving Graph Compression for Efficient Resource-Constrained Graph Analytics
    VLDB 2024 ·
    Qian Xu
    ,
    Juan Yang
    ,
    Feng Zhang
    ,
    Zheng Chen
    ,
    Jiawei Guan
    ,
    Kang Chen
    , Ju Fan,
    Youren Shen
    ,
    Ke Yang
    ,
    Yu Zhang
    ,
    Xiaoyong Du
  29. MisDetect: Iterative Mislabel Detection using Early Loss
    VLDB 2024 ·
    Yuhao Deng
    ,
    Chengliang Chai
    ,
    Lei Cao
    ,
    Nan Tang
    ,
    Jiayi Wang
    , Ju Fan,
    Ye Yuan
    ,
    Guoren Wang
  30. Mitigating Data Scarcity in Supervised Machine Learning Through Reinforcement Learning Guided Data Generation
    ICDE 2024 ·
    Chengliang Chai
    ,
    Kaisen Jin
    ,
    Nan Tang
    , Ju Fan,
    Lianpeng Qiao
    ,
    Yuping Wang
    ,
    Yuyu Luo
    ,
    Ye Yuan
    ,
    Guoren Wang
  31. Representation Learning for Entity Alignment in Knowledge Graph: A Design Space Exploration
    ICDE 2024 ·
    Peng Huang
    ,
    Meihui Zhang
    ,
    Ziyue Zhong
    ,
    Chengliang Chai
    , Ju Fan