Optimization for Accelerating Large Scale Agent Based Simulation. - Zhen Li 009; Gang Guo; Bin Chen 003; Liang Ma; Yuyu Luo; Xiaogang Qiu (AsiaSim/SCS AutumnSim (1), 2016)

DeepEye: Visualizing Your Data by Keyword Search. - Xuedi Qin; Yuyu Luo; Nan Tang 001; Guoliang Li 001 (EDBT, 2018)

DeepEye: Towards Automatic Data Visualization. - Yuyu Luo; Xuedi Qin; Nan Tang 001; Guoliang Li 001 (ICDE, 2018)

DeepEye: Creating Good Data Visualizations by Keyword Search. - Yuyu Luo; Xuedi Qin; Nan Tang 001; Guoliang Li 001; Xinran Wang (SIGMOD Conference, 2018)

DeepEye: An automatic big data visualization framework. - Xuedi Qin; Yuyu Luo; Nan Tang 001; Guoliang Li 001 (Big Data Min. Anal., 2018)

MathGraph: A Knowledge Graph for Automatically Solving Mathematical Exercises. - Tianyu Zhao 006; Yan Huang; Songfan Yang; Yuyu Luo; Jianhua Feng; Yong Wang; Haitao Yuan 002; Kang Pan; Kaiyu Li; Haoda Li; Fu Zhu (DASFAA (1), 2019)

Towards Automatic Mathematical Exercise Solving. - Tianyu Zhao 006; Chengliang Chai; Yuyu Luo; Jianhua Feng; Yan Huang; Songfan Yang; Haitao Yuan 002; Haoda Li; Kaiyu Li; Fu Zhu; Kang Pan (Data Sci. Eng., 2019)

Crowdsourcing-based Data Extraction from Visualization Charts. - Chengliang Chai; Guoliang Li 001; Ju Fan; Yuyu Luo (ICDE, 2020)

Interactive Cleaning for Progressive Visualization through Composite Questions. - Yuyu Luo; Chengliang Chai; Xuedi Qin; Nan Tang 001; Guoliang Li 001 (ICDE, 2020)

Human-in-the-loop Outlier Detection. - Chengliang Chai; Lei Cao 004; Guoliang Li 001; Jian Li 015; Yuyu Luo; Samuel Madden 001 (SIGMOD Conference, 2020)

Interactively Discovering and Ranking Desired Tuples without Writing SQL Queries. - Xuedi Qin; Chengliang Chai; Yuyu Luo; Nan Tang 001; Guoliang Li 001 (SIGMOD Conference, 2020)

DeepEye: A Data Science System for Monitoring and Exploring COVID-19 Data. - Yuyu Luo; Nan Tang 001; Guoliang Li 001; Wenbo Li 013; Tianyu Zhao 006; Xiang Yu (IEEE Data Eng. Bull., 2020)

VisClean: Interactive Cleaning for Progressive Visualization. - Yuyu Luo; Chengliang Chai; Xuedi Qin; Nan Tang 001; Guoliang Li 001 (Proc. VLDB Endow., 2020)

DeepTrack: Monitoring and Exploring Spatio-Temporal Data - A Case of Tracking COVID-19 -. - Yuyu Luo; Wenbo Li 013; Tianyu Zhao 006; Xiang Yu; Lixi Zhang; Guoliang Li 001; Nan Tang 001 (Proc. VLDB Endow., 2020)

Making data visualization more efficient and effective: a survey. - Xuedi Qin; Yuyu Luo; Nan Tang 001; Guoliang Li 001 (VLDB J., 2020)

Ranking Desired Tuples by Database Exploration. - Xuedi Qin; Chengliang Chai; Yuyu Luo; Tianyu Zhao 006; Nan Tang 001; Guoliang Li 001; Jianhua Feng; Xiang Yu; Mourad Ouzzani (ICDE, 2021)

Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks. - Yuyu Luo; Nan Tang 001; Guoliang Li 001; Chengliang Chai; Wenbo Li 013; Xuedi Qin (SIGMOD Conference, 2021)

nvBench: A Large-Scale Synthesized Dataset for Cross-Domain Natural Language to Visualization Task. - Yuyu Luo; Jiawei Tang; Guoliang Li 001 (CoRR, 2021)

Automatic Data Acquisition for Deep Learning. - Jiabin Liu; Fu Zhu; Chengliang Chai; Yuyu Luo; Nan Tang 001 (Proc. VLDB Endow., 2021)

CrowdChart: Crowdsourced Data Extraction From Visualization Charts. - Chengliang Chai; Guoliang Li 001; Ju Fan; Yuyu Luo (IEEE Trans. Knowl. Data Eng., 2021)

GALVIS: Visualization Construction through Example-Powered Declarative Programming. - Leixian Shen; Enya Shen; Zhiwei Tai; Yun Wang 012; Yuyu Luo; Jianmin Wang 001 (CIKM, 2022)

RW-Tree: A Learned Workload-aware Framework for R-tree Construction. - Haowen Dong; Chengliang Chai; Yuyu Luo; Jiabin Liu; Jianhua Feng; Chaoqun Zhan (ICDE, 2022)

Feature Augmentation with Reinforcement Learning. - Jiabin Liu; Chengliang Chai; Yuyu Luo; Yin Lou; Jianhua Feng; Nan Tang 001 (ICDE, 2022)

Synthesizing Privacy Preserving Entity Resolution Datasets. - Xuedi Qin; Chengliang Chai; Nan Tang 001; Jian Li 015; Yuyu Luo; Guoliang Li 001; Yaoyu Zhu (ICDE, 2022)

An Early Prediction and Label Smoothing Alignment Strategy for User Intent Classification of Medical Queries. - Yuyu Luo; Zhenjie Huang; Leung-Pun Wong; Choujun Zhan; Fu Lee Wang; Tianyong Hao (NCAA (1), 2022)

Sevi: Speech-to-Visualization through Neural Machine Translation. - Jiawei Tang; Yuyu Luo; Mourad Ouzzani; Guoliang Li 001; Hongyang Chen (SIGMOD Conference, 2022)

Selective Data Acquisition in the Wild for Model Charging. - Chengliang Chai; Jiabin Liu; Nan Tang 001; Guoliang Li 001; Yuyu Luo (Proc. VLDB Endow., 2022)

Steerable Self-Driving Data Visualization. - Yuyu Luo; Xuedi Qin; Chengliang Chai; Nan Tang 001; Guoliang Li 001; Wenbo Li 013 (IEEE Trans. Knowl. Data Eng., 2022)

Natural Language to Visualization by Neural Machine Translation. - Yuyu Luo; Nan Tang 001; Guoliang Li 001; Jiawei Tang; Chengliang Chai; Xuedi Qin (IEEE Trans. Vis. Comput. Graph., 2022)

Interactively discovering and ranking desired tuples by data exploration. - Xuedi Qin; Chengliang Chai; Yuyu Luo; Tianyu Zhao 006; Nan Tang 001; Guoliang Li 001; Jianhua Feng; Xiang Yu; Mourad Ouzzani (VLDB J., 2022)

A User Intent Recognition Model for Medical Queries Based on Attentional Interaction and Focal Loss Boost. - Yuyu Luo; Yi Xie; Enliang Yan; Lap-Kei Lee; Fu Lee Wang; Tianyong Hao (NCAA (2), 2023)

Demystifying Artificial Intelligence for Data Preparation. - Chengliang Chai; Nan Tang 001; Ju Fan; Yuyu Luo (SIGMOD Conference Companion, 2023)

GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data. - Chengliang Chai; Jiabin Liu; Nan Tang 001; Ju Fan; Dongjing Miao; Jiayi Wang 002; Yuyu Luo; Guoliang Li 001 (Proc. ACM Manag. Data, 2023)

Learned Data-aware Image Representations of Line Charts for Similarity Search. - Yuyu Luo; Yihui Zhou; Nan Tang 001; Guoliang Li 001; Chengliang Chai; Leixian Shen (Proc. ACM Manag. Data, 2023)

Data Management for Machine Learning: A Survey. - Chengliang Chai; Jiayi Wang 002; Yuyu Luo; Zeping Niu; Guoliang Li 001 (IEEE Trans. Knowl. Data Eng., 2023)

Towards Natural Language Interfaces for Data Visualization: A Survey. - Leixian Shen; Enya Shen; Yuyu Luo; Xiaocong Yang; Xuming Hu; Xiongshuai Zhang; Zhiwei Tai; Jianmin Wang 001 (IEEE Trans. Vis. Comput. Graph., 2023)

VerifAI: Verified Generative AI. - Nan Tang 001; Chenyu Yang; Ju Fan; Lei Cao 004; Yuyu Luo; Alon Y. Halevy (CIDR, 2024)

ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering. - Yifan Wu; Lutao Yan; Leixian Shen; Yunhai Wang; Nan Tang 001; Yuyu Luo (EMNLP (Findings), 2024)

MAR: Matching-Augmented Reasoning for Enhancing Visual-based Entity Question Answering. - Zhengxuan Zhang; Yin Wu; Yuyu Luo; Nan Tang 001 (EMNLP, 2024)

Mitigating Data Scarcity in Supervised Machine Learning Through Reinforcement Learning Guided Data Generation. - Chengliang Chai; Kaisen Jin; Nan Tang 001; Ju Fan; Lianpeng Qiao; Yuping Wang; Yuyu Luo; Ye Yuan 001; Guoren Wang (ICDE, 2024)

Fast, Robust and Interpretable Participant Contribution Estimation for Federated Learning. - Yong Wang; Kaiyu Li; Yuyu Luo; Guoliang Li 001; Yunyan Guo; Zhuo Wang (ICDE, 2024)

Are Large Language Models Good Statisticians? - Yizhang Zhu; Shiyin Du; Boyan Li; Yuyu Luo; Nan Tang 001 (NeurIPS, 2024)

Designing self-organizing systems using surrogate models and the compromise decision support problem construct. - Zhenjun Ming; Yuyu Luo; Guoxin Wang 001; Yan Yan 008; Janet K. Allen; Farrokh Mistree (Adv. Eng. Informatics, 2024)

The Dawn of Natural Language to SQL: Are We Fully Ready? - Boyan Li; Yuyu Luo; Chengliang Chai; Guoliang Li 001; Nan Tang 001 (CoRR, 2024)

VisLTR: Visualization-in-the-Loop Table Reasoning. - Jianing Hao; Zhuowen Liang; Chunting Li; Yuyu Luo; Wei Zeng 004 (CoRR, 2024)

A Survey of NL2SQL with Large Language Models: Where are we, and where are we going? - Xinyu Liu; Shuyu Shen; Boyan Li; Peixian Ma; Runzhi Jiang; Yuyu Luo; Yuxin Zhang; Ju Fan; Guoliang Li 001; Nan Tang 001 (CoRR, 2024)

DesignRepair: Dual-Stream Design Guideline-Aware Frontend Repair with Large Language Models. - Mingyue Yuan; Jieshan Chen; Zhenchang Xing; Aaron Quigley; Yuyu Luo; Gelareh Mohammadi; Qinghua Lu 001; Liming Zhu 001 (CoRR, 2024)

Ask Humans or AI? Exploring Their Roles in Visualization Troubleshooting. - Shuyu Shen; Sirong Lu; Leixian Shen; Zhonghua Sheng; Nan Tang 001; Yuyu Luo (CoRR, 2024)

A Plug-and-Play Natural Language Rewriter for Natural Language to SQL. - Peixian Ma; Boyan Li; Runzhi Jiang; Ju Fan; Nan Tang 001; Yuyu Luo (CoRR, 2024)

SketchFill: Sketch-Guided Code Generation for Imputing Derived Missing Values. - Yunfan Zhang; Changlun Li; Yuyu Luo; Nan Tang 001 (CoRR, 2024)

AskChart: Universal Chart Understanding through Textual Enhancement. - Xudong Yang; Yifan Wu; Yizhang Zhu; Nan Tang 001; Yuyu Luo (CoRR, 2024)

Symphony: Towards Trustworthy Question Answering and Verification using RAG over Multimodal Data Lakes. - Nan Tang 001; Chenyu Yang; Zhengxuan Zhang; Yuyu Luo; Ju Fan; Lei Cao 004; Sam Madden 001; Alon Y. Halevy (IEEE Data Eng. Bull., 2024)

Navi: Data Analysis System Powered by Natural Language Interaction. - Yupeng Xie; Yuyu Luo; Jianhua Feng (Int. J. Softw. Informatics, 2024)

Generative AI for visualization: State of the art and future directions. - Yilin Ye; Jianing Hao; Yihan Hou; Zhan Wang 001; Shishi Xiao; Yuyu Luo; Wei Zeng 004 (Vis. Informatics, 2024)

CoInsight: Visual Storytelling for Hierarchical Tables With Connected Insights. - Guozheng Li 002; Runfei Li; Yunshan Feng; Yu Zhang 043; Yuyu Luo; Chi Harold Liu (IEEE Trans. Vis. Comput. Graph., 2024)

The Dawn of Natural Language to SQL: Are We Fully Ready? [Experiment, Analysis & Benchmark ]. - Boyan Li; Yuyu Luo; Chengliang Chai; Guoliang Li 001; Nan Tang 001 (Proc. VLDB Endow., 2024)

HAIChart: Human and AI Paired Visualization System. - Yupeng Xie; Yuyu Luo; Guoliang Li 001; Nan Tang 001 (Proc. VLDB Endow., 2024)

Data Interpreter: An LLM Agent for Data Science. - Sirui Hong; Yizhang Lin; Bang Liu; Bangbang Liu; Binhao Wu; Ceyao Zhang; Danyang Li; Jiaqi Chen; Jiayi Zhang; Jinlin Wang; Li Zhang; Lingyao Zhang; et al. (ACL (Findings), 2025)

Automatic Modeling and Analysis of Students' Problem-Solving Handwriting Trajectories. - Zhonghua Sheng; Shuyu Shen; Leixian Shen; Qiqi Duan; Nan Tang 001; Pan Hui; Huamin Qu; Yuyu Luo (AIED (1), 2025)

Augmenting Realistic Charts with Virtual Overlays. - Yao Shi; Boyan Li; Yuyu Luo; Lei Chen 002; Nan Tang 001 (CHI, 2025)

AFlow: Automating Agentic Workflow Generation. - Jiayi Zhang; Jinyu Xiang; Zhaoyang Yu; Fengwei Teng; Xionghui Chen; Jiaqi Chen; Mingchen Zhuge; Xin Cheng; Sirui Hong; Jinlin Wang; Bingnan Zheng; Bang Liu; et al. (ICLR, 2025)

DesignRepair: Dual-Stream Design Guideline-Aware Frontend Repair with Large Language Models. - Mingyue Yuan; Jieshan Chen; Zhenchang Xing; Aaron Quigley; Yuyu Luo; Tianqi Luo; Gelareh Mohammadi; Qinghua Lu 001; Liming Zhu 001 (ICSE, 2025)

ChartEditor: A Human-AI Paired Tool for Authoring Pictorial Charts. - Siyu Yan; Tiancheng Liu; Weikai Yang; Nan Tang 001; Yuyu Luo (CoRR, 2025)

Self-Supervised Prompt Optimization. - Jinyu Xiang; Jiayi Zhang; Zhaoyang Yu; Fengwei Teng; Jinhao Tu; Xinbing Liang; Sirui Hong; Chenglin Wu; Yuyu Luo (CoRR, 2025)

RAMer: Reconstruction-based Adversarial Model for Multi-party Multi-modal Multi-label Emotion Recognition. - Xudong Yang; Yizhang Zhu; Nan Tang 001; Yuyu Luo (CoRR, 2025)

Atom of Thoughts for Markov LLM Test-Time Scaling. - Fengwei Teng; Zhaoyang Yu; Quan Shi; Jiayi Zhang; Chenglin Wu; Yuyu Luo (CoRR, 2025)

Graph Neural Networks for Databases: A Survey. - Ziming Li 004; Youhuan Li; Yuyu Luo; Guoliang Li 001; Chuxu Zhang (CoRR, 2025)

Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search. - Boyan Li; Jiayi Zhang; Ju Fan; Yanwei Xu; Chong Chen; Nan Tang 001; Yuyu Luo (CoRR, 2025)

Fine-Grained Retrieval-Augmented Generation for Visual Question Answering. - Zhengxuan Zhang; Yin Wu; Yuyu Luo; Nan Tang 001 (CoRR, 2025)

SRAG: Structured Retrieval-Augmented Generation for Multi-Entity Question Answering over Wikipedia Graph. - Teng Lin; Yizhang Zhu; Yuyu Luo; Nan Tang 001 (CoRR, 2025)

NL2SQL-BUGs: A Benchmark for Detecting Semantic Errors in NL2SQL Translation. - Xinyu Liu; Shuyu Shen; Boyan Li; Nan Tang 001; Yuyu Luo (CoRR, 2025)

nvBench 2.0: A Benchmark for Natural Language to Visualization under Ambiguity. - Tianqi Luo; Chuhan Huang; Leixian Shen; Boyan Li; Shuyu Shen; Wei Zeng 004; Nan Tang 001; Yuyu Luo (CoRR, 2025)

DeepFund: Will LLM be Professional at Fund Investment? A Live Arena Perspective. - Changlun Li; Yao Shi; Yuyu Luo; Nan Tang 001 (CoRR, 2025)

Rise of the Community Champions: From Reviewer Crunch to Community Power. - Changlun Li; Yao Shi; Yuyu Luo; Nan Tang 001 (CoRR, 2025)

EllieSQL: Cost-Efficient Text-to-SQL with Complexity-Aware Routing. - Yizhang Zhu; Runzhi Jiang; Boyan Li; Nan Tang 001; Yuyu Luo (CoRR, 2025)

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems. - Bang Liu; Xinfeng Li; Jiayi Zhang; Jinlin Wang; Tanjin He; Sirui Hong; Hongzhang Liu; Shaokun Zhang; Kaitao Song; Kunlun Zhu; Yuheng Cheng; Suyuchen Wang; et al. (CoRR, 2025)

EXCLAIM: An Explainable Cross-Modal Agentic System for Misinformation Detection with Hierarchical Retrieval. - Yin Wu; Zhengxuan Zhang; Fuling Wang; Yuyu Luo; Hui Xiong; Nan Tang 001 (CoRR, 2025)

DataMosaic: Explainable and Verifiable Multi-Modal Data Analytics through Extract-Reason-Verify. - Zhengxuan Zhang; Zhuowen Liang; Yin Wu; Teng Lin; Yuyu Luo; Nan Tang 001 (CoRR, 2025)

Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation. - Changlun Li; Chenyu Yang; Yuyu Luo; Ju Fan; Nan Tang 001 (Proc. VLDB Endow., 2025)

Reward-SQL: Boosting Text-to-SQL via Stepwise Reasoning and Process-Supervised Rewards. - Yuxin Zhang; Meihao Fan; Ju Fan; Mingyang Yi; Yuyu Luo; Jian Tan 001; Guoliang Li 001 (CoRR, 2025)

LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning. - Xiaotian Lin; Yanlin Qi; Yizhang Zhu; Themis Palpanas; Chengliang Chai; Nan Tang 001; Yuyu Luo (CoRR, 2025)

Boosting Text-to-Chart Retrieval through Training with Synthesized Semantic Insights. - Yifan Wu; Lutao Yan; Yizhang Zhu; Yinan Mei; Jiannan Wang 001; Nan Tang 001; Yuyu Luo (CoRR, 2025)

Time Travel is Cheating: Going Live with DeepFund for Real-Time Fund Investment Benchmarking. - Changlun Li; Yao Shi; Chen Wang; Qiqi Duan; Runke Ruan; Weijie Huang; Haonan Long; Lijun Huang; Yuyu Luo; Nan Tang 001 (CoRR, 2025)

ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart Understanding. - Yifan Wu; Lutao Yan; Leixian Shen; Yinan Mei; Jiannan Wang 001; Yuyu Luo (CoRR, 2025)

Concise Reasoning, Big Gains: Pruning Long Reasoning Trace with Difficulty-Aware Prompting. - Yifan Wu; Jingze Shi; Bingheng Wu; Jiayi Zhang; Xiaotian Lin; Nan Tang 001; Yuyu Luo (CoRR, 2025)

TransXSSM: A Hybrid Transformer State Space Model with Unified Rotary Position Embedding. - Bingheng Wu; Jingze Shi; Yifan Wu; Nan Tang 001; Yuyu Luo (CoRR, 2025)

Reinforcement learning for hybrid charging stations planning and operation considering fixed and mobile chargers. - Yanchen Zhu; Honghui Zou; Chufan Liu; Yuyu Luo; Yuankai Wu; Yuxuan Liang (CoRR, 2025)

How Does Empirical Research Facilitate Creation Tool Design? A Data Video Perspective. - Leixian Shen; Leni Yang; Haotian Li 001; Yun Wang 012; Yuyu Luo; Huamin Qu (CoRR, 2025)

ChartMark: A Structured Grammar for Chart Annotation. - Yiyu Chen; Yifan Wu; Shuyu Shen; Yupeng Xie; Leixian Shen; Hui Xiong; Yuyu Luo (CoRR, 2025)

DeepVIS: Bridging Natural Language and Data Visualization Through Step-wise Reasoning. - Zhihao Shuai; Boyan Li; Siyu Yan; Yuyu Luo; Weikai Yang (CoRR, 2025)

Trainable Dynamic Mask Sparse Attention. - Jingze Shi; Yifan Wu; Bingheng Wu; Yiran Peng; Liangdong Wang; Guang Liu; Yuyu Luo (CoRR, 2025)

Cost-effective Missing Value Imputation for Data-effective Machine Learning. - Chengliang Chai; Kaisen Jin; Nan Tang 001; Ju Fan; Dongjing Miao; Jiayi Wang 002; Yuyu Luo; Guoliang Li 001; Ye Yuan 001; Guoren Wang (ACM Trans. Database Syst., 2025)

Data Playwright: Authoring Data Videos With Annotated Narration. - Leixian Shen; Haotian Li 001; Yun Wang 012; Tianqi Luo; Yuyu Luo; Huamin Qu (IEEE Trans. Vis. Comput. Graph., 2025)