Evaluating the Validity of Word-level Adversarial Attacks with Large Language Models. - Huichi Zhou; Zhaoyang Wang; Hongtao Wang 002; Dongping Chen; Wenhan Mu; Fangyuan Zhang (ACL (Findings), 2024)

MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark. - Dongping Chen; Ruoxi Chen; Shilin Zhang; Yaochen Wang; Yinuo Liu; Huichi Zhou; Qihui Zhang; Yao Wan 001; Pan Zhou 001; Lichao Sun 001 (ICML, 2024)

MPAT: Building Robust Deep Neural Networks against Textual Adversarial Attacks. - Fangyuan Zhang; Huichi Zhou; Shuangjiao Li; Hongtao Wang 002 (CoRR, 2024)

GUI-WORLD: A Dataset for GUI-oriented Multimodal LLM-based Agents. - Dongping Chen; Yue Huang 001; Siyuan Wu 001; Jingyu Tang; Liuyi Chen; Yilin Bai; Zhigang He; Chenlong Wang; Huichi Zhou; Yiqiang Li; Tianshuo Zhou; Yue Yu; et al. (CoRR, 2024)

Beyond the Hype: A dispassionate look at vision-language models in medical scenario. - Yang Nan; Huichi Zhou; Xiaodan Xing; Guang Yang (CoRR, 2024)

DiffuseDef: Improved Robustness to Adversarial Attacks via Iterative Denoising. - Zhenhao Li 003; Huichi Zhou; Marek Rei; Lucia Specia (ACL (1), 2025)

GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding. - Dongping Chen; Yue Huang 001; Siyuan Wu 001; Jingyu Tang; Huichi Zhou; Qihui Zhang; Zhigang He; Yilin Bai; Chujie Gao; Liuyi Chen; Yiqiang Li; Chenlong Wang; et al. (ICLR, 2025)

Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks? - Zhongjian Zhang; Xiao Wang 017; Huichi Zhou; Yue Yu 007; Mengmei Zhang; Cheng Yang 002; Chuan Shi 001 (KDD (1), 2025)

Verifiable Format Control for Large Language Model Generations. - Zhaoyang Wang 004; Jinqi Jiang; Huichi Zhou; Wenhao Zheng; Xuchao Zhang; Chetan Bansal; Huaxiu Yao (NAACL (Findings), 2025)

Revisiting medical image retrieval via knowledge consolidation. - Yang Nan 002; Huichi Zhou; Xiaodan Xing; Giorgos Papanastasiou; Lei Zhu 003; Zhifan Gao; Alejandro F. Frangi; Guang Yang 006 (Medical Image Anal., 2025)

TrustRAG: Enhancing Robustness and Trustworthiness in RAG. - Huichi Zhou; Kin-Hei Lee; Zhonghao Zhan; Yue Chen; Zhenhao Li; Zhaoyang Wang; Hamed Haddadi; Emine Yilmaz (CoRR, 2025)

DOTA-ME-CS: Daily Oriented Text Audio-Mandarin English-Code Switching Dataset. - Yupei Li; Zifan Wei; Heng Yu; Huichi Zhou; Björn W. Schuller (CoRR, 2025)

GEMA-Score: Granular Explainable Multi-Agent Score for Radiology Report Evaluation. - Zhenxuan Zhang; Kinhei Lee; Weihang Deng; Huichi Zhou; Zihao Jin; Jiahao Huang; Zhifan Gao; Dominic C. Marshall; Yingying Fang; Guang Yang 006 (CoRR, 2025)

Reason Like a Radiologist: Chain-of-Thought and Reinforcement Learning for Verifiable Report Generation. - Peiyuan Jing; Kinhei Lee; Zhenxuan Zhang; Huichi Zhou; Zhengqing Yuan; Zhifan Gao; Lei Zhu 003; Giorgos Papanastasiou; Yingying Fang; Guang Yang 006 (CoRR, 2025)

Evaluate-and-Purify: Fortifying Code Language Models Against Adversarial Attacks Using LLM-as-a-Judge. - Wenhan Mu; Ling Xu; Shuren Pei; Le Mi; Huichi Zhou (CoRR, 2025)

Moral Reasoning Across Languages: The Critical Role of Low-Resource Languages in LLMs. - Huichi Zhou; Zehao Xu; Munan Zhao; Kaihong Li; Yiqiang Li; Hongtao Wang (CoRR, 2025)

EfficientLLM: Efficiency in Large Language Models. - Zhengqing Yuan; Weixiang Sun; Yixin Liu 002; Huichi Zhou; Rong Zhou; Yiyang Li; Zheyuan Zhang; Wei Song; Yue Huang; Haolong Jia; Keerthiram Murugesan; Yu Wang; et al. (CoRR, 2025)

Dynamic Dual Buffer with Divide-and-Conquer Strategy for Online Continual Learning. - Congren Dai; Huichi Zhou; Jiahao Huang; Zhenxuan Zhang; Fanwen Wang; Guang Yang 006; Fei Ye (CoRR, 2025)

Poster: Enhancing GNN Robustness for Network Intrusion Detection via Agent-based Analysis. - Zhonghao Zhan; Huichi Zhou; Hamed Haddadi (CoRR, 2025)

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack. - Zhonghao Zhan; Huichi Zhou; Hamed Haddadi (CoRR, 2025)

VeriGUI: Verifiable Long-Chain GUI Dataset. - Shunyu Liu 001; Minghao Liu 003; Huichi Zhou; Zhenyu Cui; Yang Zhou; Yuhao Zhou; Wendong Fan; Ge Zhang 009; Jiajun Shi; Weihao Xuan; Jiaxing Huang 001; Shuang Luo; et al. (CoRR, 2025)