Publications论文发表

Scaling LLM Agent Learning with Data Synthesis: A Comprehensive Survey
Hanrong Zhang*, Yankai Chen*†, Shicheng Fan, Dehai Min, Shaowen Chen, Huanhuan Ma, Zhaofen Wu, Jie Yang, Bowei He, Jikun Kang, Kening Zheng, Xi Chen, Chunyu Miao, Fulin Lin, Wei-Chieh Huang, Jiayu Zhou, Haolun Wu, Liancheng Fang, Hong Kang, Langzhou He, Henry Peng Zou, Chengze Li, Jialong Wu, Haiwen Hong, Zhaorun Chen, Hanjun Luo, Linghe Kong, Hongwei Wang, Dawn Song, Philip S. Yu, Xue Liu

CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification
Hanrong Zhang*, Shicheng Fan*, Henry Peng Zou, Yankai Chen†, Zhenting Wang, Jiayu Zhou, Chengze Li, Wei-Chieh Huang, Yifei Yao, Kening Zheng, Xue Liu, Xiaoxiao Li, Philip S. Yu

GAM: Hierarchical Graph-based Agentic Memory for LLM Agents
Zhaofen Wu*, Hanrong Zhang*†, Fulin Lin, Wujiang Xu, Xinran Xu, Yankai Chen, Henry Peng Zou, Shaowen Chen, Weizhi Zhang, Xue Liu, Philip S. Yu, Hongwei Wang†

AdaptiveK: Complexity-Driven Sparse Autoencoders for Interpretable Language Model Representations
Yifei Yao, Hanrong Zhang, Mengnan Du

Distributionally Robust Set Representation Learning Under Inference-Time Element Corruption
Yankai Chen, Hanrong Zhang, Bowei He, Philip S. Yu, Xue Liu

OpenSkill: Open-World Self-Evolution for LLM Agents
Zhiling Yan, Dingjie Song, Hanrong Zhang, Wei Liang, Yuxuan Zhang, Yutong Dai, Lifang He, Philip S. Yu, Ran Xu, Xiang Li, Lichao Sun

A Deployment Audit of Release-Side Risk in Conformal Triage under Prevalence Shift
Chengze Li, Xiao Liu, Hanrong Zhang, Haiyang Peng, Yanghao Ruan, Huanhuan Ma, Chunyu Miao, Qichao Zhou, Xiangrong Qi, Philip S. Yu

When Users Change Their Mind: Evaluating Interruptible Agents in Long-Horizon Web Navigation
Henry Peng Zou, Chunyu Miao, Wei-Chieh Huang, Yankai Chen, Yue Zhou, Hanrong Zhang, Yaozu Wu, Liancheng Fang, Zhengyao Gu, Zhen Zhang, Kening Zheng, Fangxin Wang, Yi Nian, Shanghao Li, Wenzhe Fan, Langzhou He, Weizhi Zhang, Xue Liu, Philip S. Yu

ARC-STAR: Auditable Post-Hoc Correction for PDE Foundation Models
Chengze Li, Lingwei Wei, Li Sun, Hongbo Lv, Jie Yang, Hanrong Zhang, Kening Zheng, Wei-Chieh Huang, Enze Ma, Philip S. Yu

Unveiling Language Routing Isolation in Multilingual MoE Models for Interpretable Subnetwork Adaptation
Kening Zheng, Wei-Chieh Huang, Jiahao Huo, Zhonghao Li, Henry Peng Zou, Yibo Yan, Xin Zou, Jungang Li, Junzhuo Li, Hanrong Zhang, Xuming Hu, Philip S. Yu

LLM-Based Human-Agent Collaboration and Interaction Systems: A Survey
Henry Peng Zou, Wei-Chieh Huang, Yaozu Wu, Jizhou Guo, Yankai Chen, Chunyu Miao, Hoang Nguyen, Yue Zhou, Weizhi Zhang, Liancheng Fang, Hanrong Zhang, Fangxin Wang, Pengfei Zhang, Huacan Wang, Langzhou He, Yangning Li, Dongyuan Li, Renhe Jiang, Xue Liu, Philip S. Yu

Rethinking Memory Mechanisms of Foundation Agents in the Second Half: A Survey
Wei-Chieh Huang, Weizhi Zhang, Yueqing Liang, Yuanchen Bei, Yankai Chen, Tao Feng, Xinyu Pan, Zhen Tan, Yu Wang, Tianxin Wei, Shanglin Wu, Ruiyao Xu, Liangwei Yang, Rui Yang, Wooseong Yang, Chin-Yuan Yeh, Hanrong Zhang (core contributor), Haozhen Zhang, Siqi Zhu, Henry Peng Zou, Wanjia Zhao, Song Wang, Wujiang Xu, Zixuan Ke, Zheng Hui, Dawei Li, Yaozu Wu, Langzhou He, Chen Wang, Xiongxiao Xu, Baixiang Huang, Juntao Tan, Shelby Heinecke, Huan Wang, Caiming Xiong, Ahmed A. Metwally, Jun Yan, Chen-Yu Lee, Hanqing Zeng, Yinglong Xia, Xiaokai Wei, Ali Payani, Yu Wang, Haitong Ma, Wenya Wang, Chenguang Wang, Yu Zhang, Xin Wang, Yongfeng Zhang, Jiaxuan You, Hanghang Tong, Xiao Luo, Xue Liu, Yizhou Sun, Wei Wang, Julian McAuley, James Zou, Jiawei Han, Philip S. Yu, Kai Shu

Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
Hanrong Zhang, Jingyuan Huang, Kai Mei, Yifei Yao, Zhenting Wang, Chenlu Zhan, Hongwei Wang, Yongfeng Zhang

Invisible Backdoor Attack against Self-supervised Learning
Hanrong Zhang*, Zhenting Wang*, Boheng Li, Fulin Lin, Tingxu Han, Mingyu Jin, Chenlu Zhan, Mengnan Du, Hongwei Wang†, Shiqing Ma

Class Incremental Fault Diagnosis under Limited Fault Data via Supervised Contrastive Knowledge Distillation
Hanrong Zhang, Yifei Yao, Zixuan Wang, Jiayuan Su, Mengxuan Li, Peng Peng, Hongwei Wang

Industrial Data Synthesis Framework for Fault Diagnosis Using Diffusion and Flow-Based Models
Shuting Tao, Xiangming Meng, Hanrong Zhang, Hongwei Wang

From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion
Yifei Yao*, Hanrong Zhang*, Fulin Lin*, Ziyan Jin, Xiaoxiao Li, Hongwei Wang, Ying Chi

Generalized Out-of-distribution Fault Diagnosis (GOOFD) via Internal Contrastive Learning
Xingyue Wang*, Hanrong Zhang*, Xinlong Qiao, Ke Ma, Shuting Tao, Peng Peng, Hongwei Wang

SAKA: an intelligent platform for semi-automated knowledge graph construction and application
Hanrong Zhang, Xinyue Wang, Jiabao Pan, Hongwei Wang

Imbalanced Chemical Process Fault Diagnosis Using Balancing GAN With Active Sample Selection
Peng Peng*, Hanrong Zhang*, Xinyue Wang, Wanqiu Huang, Hongwei Wang

Multi-gate Mixture-of-Expert Combined with Synthetic Minority Over-sampling Technique for Multimode Imbalanced Fault Diagnosis
Wanqiu Huang, Hanrong Zhang, Peng Peng, Hongwei Wang

Debiasing Medical Visual Question Answering via Counterfactual Training
Chenlu Zhan, Peng Peng, Hanrong Zhang, Haiyue Sun, Chunnan Shang, Tao Chen, Hongsen Wang, Gaoang Wang, Hongwei Wang

An Intelligent System for Semantic Information Extraction and Knowledge Graph Construction from Multi-Type Data Sources
Hanrong Zhang*, Xinyue Wang*, Bo Qin, Hongwei Wang†