| 2026 | ACL | Text-to-TrajVis: Enabling Trajectory Data Visualizations from Natural Language Questions. | Tian Bai, Huiyan Ying, Kailong Suo, Victor Junqiu Wei, Tao Fan, Yuanfeng Song |
| 2026 | ACL | FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion. | Tao Fan, Guoqiang Ma, Yuanfeng Song, Lixin Fan, Kai Chen, Qiang Yang |
| 2026 | ACL | VizoMem: A Visual-Textual Memory Framework for Efficient Long-Horizon Reasoning. | Weijie Liang, Yuanfeng Song, Xing Chen, Caleb Chen Cao, Sirui Han, Yike Guo |
| 2026 | ACL | SrDetection: A Self-Referential Framework for Data Leakage Detection in Code Large Language Models. | Shuaimin Li, Liyang Fan, Zeyang Li, Zhuoyue Wan, Yufang Lin, Shiwen Ni, Feiteng Fang, Hamid Alinejad-Rokny, Yuanfeng Song, Kun Jing, Chen Jason Zhang, Min Yang |
| 2026 | ACL | DataSeer: A Manager-Centric Collaborative Multi-Agent Framework with Multi-Branch Reasoning for Automated Insight Discovery. | Suchen Liu, Yuanfeng Song, Jun Gao, Xing Chen |
| 2026 | ACL | DataSage: Multi-agent Collaboration for Insight Discovery with External Knowledge Retrieval, Multi-role Debating, and Multi-path Reasoning. | Xiaochuan Liu, Yuanfeng Song, Xiaoming Yin, Xing Chen |
| 2026 | ACL | UniDataBench: Evaluating Data Analytics Agents Across Structured and Unstructured Data. | Han Weng, Zhou Liu, Yuanfeng Song, Xiaoming Yin, Xing Chen, Wentao Zhang |
| 2026 | ACL | MTO: A Multi-turn Conversational Text-to-OverpassQL Dataset for Enhanced OpenStreetMap Query Generation. | Haodi Zhang, Xinrui Zhu, Mingze Kong, Zhidan Liu, Tao Fan, Kaishun Wu, Yuanfeng Song |
| 2026 | ACL | InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents. | Zhenghao Zhu, Yuanfeng Song, Xing Chen, Chengzhong Liu, Yakun Cui, Caleb Chen Cao, Sirui Han, Yike Guo |
| 2026 | ICDE | VisPoison: An Effective Backdoor Attack Framework for Tabular Data Visualization Models. | Shuaimin Li, Chen Jason Zhang, Xuanang Chen, Anni Peng, Zhuoyue Wan, Yuanfeng Song, Shiwen Ni, Min Yang, Fei Hao, Raymond Chi-Wing Wong |
| 2026 | ICDE | OsmT: Bridging Openstreetmap Queries and Natural Language With Open-Source Tag-Aware Language Models. | Zhuoyue Wan, Wentao Hu, Chen Jason Zhang, Yuanfeng Song, Shuaimin Li, Ruiqiang Xiao, Xiao-Yong Wei, Raymond Chi-Wing Wong |
| 2026 | SIGMOD | Demonstration of MultiVis-Agent: Interactively Generating Reliable Visualizations via Logic-Rule Agents. | Jinwei Lu, Jiawei Lu, Chen Zhang, Yuanfeng Song, Raymond Chi-Wing Wong |
| 2025 | ACL | MultiTEND: A Multilingual Benchmark for Natural Language to NoSQL Query Translation. | Zhiqian Qin, Yuanfeng Song, Jinwei Lu, Yuanwei Song, Shuaimin Li, Chen Jason Zhang |
| 2025 | CIKM | Interactive Text-to-Visualization: Refining Visualization Outputs Through Natural Language User Feedback. | Xubang Xiong, Raymond Chi-Wing Wong, Yuanfeng Song |
| 2025 | CIKM | VoiceVisSystem: End-to-End Voice-driven Data Visualization Generation from Natural Language Questions. | Haodi Zhang, Xiaohui Tang, Xinhe Zhang, Jihua Zhou, Yuanfeng Song |
| 2025 | COLING | FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models. | Tao Fan, Guoqiang Ma, Yan Kang, Hanlin Gu, Yuanfeng Song, Lixin Fan, Kai Chen, Qiang Yang |
| 2025 | COLING | Efficient Data Labeling by Hierarchical Crowdsourcing with Large Language Models. | Haodi Zhang, Junyu Yang, Jinyin Nie, Peirou Liang, Kaishun Wu, Defu Lian, Rui Mao, Yuanfeng Song |
| 2025 | EMNLP | FedCoT: Federated Chain-of-Thought Distillation for Large Language Models. | Tao Fan, Weijing Chen, Yan Kang, Guoqiang Ma, Hanlin Gu, Yuanfeng Song, Lixin Fan, Qiang Yang |
| 2025 | EMNLP | PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation. | Tao Fan, Guoqiang Ma, Yuanfeng Song, Lixin Fan, Qiang Yang |
| 2025 | EMNLP | Dial-In LLM: Human-Aligned LLM-in-the-loop Intent Clustering for Customer Service Dialogues. | Mengze Hong, Wailing Ng, Chen Jason Zhang, Yuanfeng Song, Di Jiang |
| 2025 | EMNLP | ASR-EC Benchmark: Evaluating Large Language Models on Chinese ASR Error Correction. | Victor Junqiu Wei, Weicheng Wang, Di Jiang, Yuanfeng Song, Lu Wang |
| 2025 | EMNLP | Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward. | Han Weng, Puzhen Wu, Longjie Cui, Yi Zhan, Boyi Liu, Yuanfeng Song, Dun Zeng, Yingxiang Yang, Qianru Zhang, Dong Huang, Xiaoming Yin, Yang Sun, Xing Chen |
| 2025 | ICDE | Towards Robustness of Text-to-Visualization Translation Against Lexical and Phrasal Variability. | Jinwei Lu, Yuanfeng Song, Haodi Zhang, Chen Jason Zhang, Kaishun Wu, Raymond Chi-Wing Wong |
| 2025 | ICDE | FeVisQA: Free-Form Question Answering over Data Visualizations. | Yuanfeng Song, Jinwei Lu, Yuanwei Song, Caleb Chen Cao, Raymond Chi-Wing Wong, Haodi Zhang |
| 2025 | ICDE | DataVisT5: A Pre-Trained Language Model for Jointly Understanding Text and Data Visualization. | Zhuoyue Wan, Yuanfeng Song, Shuaimin Li, Chen Jason Zhang, Raymond Chi-Wing Wong |
| 2025 | ICDE | Natural Language Interfaces for Tabular Data Querying and Visualization: A Survey (Extended Abstract). | Weixu Zhang, Yifei Wang, Yuanfeng Song, Victor Junqiu Wei, Yuxing Tian, Yiyan Qi, Jonathan H. Chan, Raymond Chi-Wing Wong, Haiqin Yang |
| 2025 | ICDE | HRLMS: A Data-Driven Hierarchical Reinforcement Learning System for Interactive Rule Intervention and Visualization. | Haodi Zhang, Xiangyu Zeng, Chen Zhang, Yuanfeng Song, Kaishun Wu |
| 2025 | IJCAI | HealthLens: A Natural Language Querying System for Interactive Visualization of Electronic Health Records. | Haodi Zhang, Siqi Ning, Qiyong Zheng, Yuanfeng Song, Liang-Jie Zhang |
| 2025 | IJCAI | SSPNet: Leveraging Robust Medication Recommendation with History and Knowledge. | Haodi Zhang, Jiawei Wen, Jiahong Li, Yuanfeng Song, Liang-Jie Zhang, Lin Ma |
| 2025 | IJCAI | Deduction with Induction: Combining Knowledge Discovery and Reasoning for Interpretable Deep Reinforcement Learning. | Haodi Zhang, Xiangyu Zeng, Junyang Chen, Yuanfeng Song, Rui Mao, Fangzhen Lin |
| 2025 | MDM | Natural Language to Overpass Query: A Multi-Step Approach Using Task Decomposition and Key-Value Correction. | Haodi Zhang, Xinrui Zhu, Xuan Wang, Yuanfeng Song, Hanlin Gu, Lin Ma |
| 2025 | PAKDD | Dual Learning Between Molecules and Natural Language. | Haodi Zhang, Yong Ding, Liang-Jie Zhang, Weicheng Wang, Yuanfeng Song, Di Jiang |
| 2025 | PAKDD | Prompt-Based Relation Extraction By Reasoning with Contextual Knowledge. | Haodi Zhang, Xinhe Zhang, Min Cai, Weicheng Wang, Yuanfeng Song |
| 2024 | ACML | InfantCryNet: A Data-driven Framework for Intelligent Analysis of Infant Cries. | Mengze Hong, Chen Jason Zhang, Lingxiao Yang, Yuanfeng Song, Di Jiang |
| 2024 | COLING | Automatic Data Visualization Generation from Chinese Natural Language Questions. | Yan Ge, Victor Junqiu Wei, Yuanfeng Song, Chen Jason Zhang, Raymond Chi-Wing Wong |
| 2024 | ICDE | Demonstration of FeVisQA: Free-Form Question Answering over Data Visualization. | Yuanfeng Song, Jinwei Lu, Xuefang Zhao, Raymond Chi-Wing Wong, Haodi Zhang |
| 2024 | KDD | Marrying Dialogue Systems with Data Visualization: Interactive Data Visualization Generation from Natural Language Conversations. | Yuanfeng Song, Xuefang Zhao, Raymond Chi-Wing Wong |
| 2024 | WWW | BoostER: Leveraging Large Language Models for Enhancing Entity Resolution. | Huahang Li, Shuangyin Li, Fei Hao, Chen Jason Zhang, Yuanfeng Song, Lei Chen |
| 2023 | ICDM | Natural Language Generation Meets Data Visualization: Vis-to-Text and its Duality with Text-to-Vis. | Yuanfeng Song, Xiaoling Huang, Xuefang Zhao, Raymond Chi-Wing Wong |
| 2022 | KDD | RGVisNet: A Hybrid Retrieval-Generation Neural Framework Towards Automatic Data Visualization Generation. | Yuanfeng Song, Xuefang Zhao, Raymond Chi-Wing Wong, Di Jiang |
| 2022 | SIGMOD | VoiceQuerySystem: A Voice-driven Database Querying System Using Natural Language Questions. | Yuanfeng Song, Raymond Chi-Wing Wong, Xuefang Zhao, Di Jiang |
| 2021 | DASFAA | Familia: A Configurable Topic Modeling Framework for Industrial Text Engineering. | Di Jiang, Yuanfeng Song, Rongzhong Lian, Siqi Bao, Jinhua Peng, Huang He, Hua Wu, Chen Zhang, Lei Chen |
| 2021 | ICA3PP | FedSP: Federated Speaker Verification with Personal Privacy Preservation. | Yangqian Wang, Yuanfeng Song, Di Jiang, Ye Ding, Xuan Wang, Yang Liu, Qing Liao |
| 2021 | ICDM | Multimodal N-best List Rescoring with Weakly Supervised Pre-training in Hybrid Speech Recognition. | Yuanfeng Song, Xiaoling Huang, Xuefang Zhao, Di Jiang, Raymond Chi-Wing Wong |
| 2020 | DASFAA | Federated Acoustic Model Optimization for Automatic Speech Recognition. | Conghui Tan, Di Jiang, Huaxiao Mo, Jinhua Peng, Yongxin Tong, Weiwei Zhao, Chaotao Chen, Rongzhong Lian, Yuanfeng Song, Qian Xu |
| 2020 | ICDM | TopicOcean: An Ever-Increasing Topic Model With Meta-learning. | Yuanfeng Song, Yongxin Tong, Siqi Bao, Di Jiang, Hua Wu, Raymond Chi-Wing Wong |
| 2019 | CIKM | Federated Topic Modeling. | Di Jiang, Yuanfeng Song, Yongxin Tong, Xueyang Wu, Weiwei Zhao, Qian Xu, Qiang Yang |
| 2019 | EMNLP | Chameleon: A Language Model Adaptation Toolkit for Automatic Speech Recognition of Conversational Speech. | Yuanfeng Song, Di Jiang, Weiwei Zhao, Qian Xu, Raymond Chi-Wing Wong, Qiang Yang |
| 2019 | Interspeech | Topic-Aware Dialogue Speech Recognition with Transfer Learning. | Yuanfeng Song, Di Jiang, Xueyang Wu, Qian Xu, Raymond Chi-Wing Wong, Qiang Yang |
| 2013 | DASFAA | FP-Rank: An Effective Ranking Approach Based on Frequent Pattern Analysis. | Yuanfeng Song, Kenneth Wai-Ting Leung, Qiong Fang, Wilfred Ng |