Publications

• A Survey on Large Language Model based Human-Agent Systems

  Henry Peng Zou, Wei-Chieh Huang, Yaozu Wu, Yankai Chen, Chunyu Miao, Hoang Nguyen, Yue Zhou, Weizhi Zhang, Liancheng Fang, Langzhou He, Yangning Li, Dongyuan Li, Renhe Jiang, Xue Liu, Philip S. Yu

  Arxiv 2025

• MUSE: Model-Agnostic Tabular Watermarking via Multi-Sample Selection

  Liancheng Fang, Aiwei Liu, Henry Peng Zou, Yankai Chen, Hengrui Zhang, Zhongfen Deng, Philip S. Yu

  Arxiv 2025

• TestNUC: Enhancing Test-Time Computing Approaches through Neighboring Unlabeled Data Consistency

  Henry Peng Zou, Zhengyao Gu, Yue Zhou, Yankai Chen, Weizhi Zhang, Liancheng Fang, Yibo Wang, Yangning Li, Kay Liu, Philip S. Yu

  ACL 2025 (Main)

• Multi-Agent Autonomous Driving Systems with Large Language Models: A Survey of Recent Advances

  Yaozu Wu, Dongyuan Li, Yankai Chen, Renhe Jiang, Henry Peng Zou, Liancheng Fang, Zhen Wang, Philip S. Yu

  Arxiv 2025

• TabGen-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation

  Liancheng Fang, Aiwei Liu, Hengrui Zhang, Henry Peng Zou, Weizhi Zhang, Philip S. Yu

  ACL 2025 (Findings)

• ClariGen: Bridging Instruction Gaps via Interactive Clarification in Code Generation

  Chunyu Miao, Yibo Wang, Langzhou He, Liancheng Fang, Philip S. Yu

  Preventing and Detecting LLM Misinformation Workshop at AAAI 2025

• Diffusion-nested Auto-Regressive Synthesis of Heterogeneous Tabular Data

  Hengrui Zhang*, Liancheng Fang*, Qitian Wu, Philip S. Yu

  ICML 2025

• Can Watermarked LLMs be Identified by Users via Crafted Prompts?

  Aiwei Liu, Sheng Guan, Yiming Liu, Leyi Pan, Yifei Zhang, Liancheng Fang, Lijie Wen, Philip S. Yu, Xuming Hu

  ICLR 2025 Spotlight

• Do We Really Need Graph Convolution During Training? Light Post-Training Graph-ODE for Efficient Recommendation

  Weizhi Zhang, Liangwei Yang, Zihe Song, Henry Peng Zou, Ke Xu, Liancheng Fang, Philip S. Yu

  CIKM 2024

• Unleashing the Potential of Diffusion Models for Incomplete Data Imputation

  Hengrui Zhang, Liancheng Fang, Philip S. Yu

  ICLR 2025 Spotlight

• ImplicitAVE: An Open-Source Dataset and Multimodal LLMs Benchmark for Implicit Attribute Value Extraction

  Henry Peng Zou, Vinay Samuel, Yue Zhou, Weizhi Zhang, Liancheng Fang, Zihe Song, Philip S. Yu, Cornelia Caragea

  ACL 2024 (Findings)