Revisiting Medical Image Retrieval via Knowledge Consolidation [PDF]

Yang Nan, Huichi Zhou, Xiaodan Xing, Giorgos Papanastasiou, Lei Zhu, Zhifan Gao, Alejandro F Frangi, Guang Yang

Beyond the Hype: A dispassionate look at vision-language models in medical scenario [PDF]

Yang Nan *, Huichi Zhou *, Xiaodan Xing, Guang Yang

Evaluating the Validity of Word-level Adversarial Attacks with Large Language Models [PDF] [Github]

Huichi Zhou *, Zhaoyang Wang *, Hongtao Wang , Dongping Chen, Wenhan Mu, Fangyuan Zhang

Evaluating and Defending Code Language Models Against Adversarial Attacks Using LLM-as-a-Judge [PDF]

Wenhan Mu, Huichi Zhou, Ling Xu, Dongping Chen, Yao Wan, Hongyu Zhang

Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks? [PDF]

Zhongjian Zhang, Xiao Wang, Huichi Zhou, Yue Yu, Mengmei Zhang, Cheng Yang, Chuan Shi

MPAT: Building Robust Deep Neural Networks against Textual Adversarial Attacks [PDF]

Fangyuan Zhang, Huichi Zhou, Shuangjiao Li, Hongtao Wang

MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark [PDF] [Github] [Website]

Dongping Chen *, Ruoxi Chen *, Shilin Zhang *, Yinuo Liu *, Yaochen Wang *, Huichi Zhou *, Qihui Zhang *, Pan Zhou, Yao Wan, Lichao Sun

GUI-World: A Dataset for GUI-oriented Multimodal LLM-based Agents [PDF] [Github] [Website]

Dongping Chen *, Yue Huang *, Siyuan Wu *, Jingyu Tang *, Liuyi Chen, Yilin Bai, Zhigang He, Chenlong Wang, Huichi Zhou, Yiqiang Li, Tianshuo Zhou, Yue Yu, Chujie Gao, Qihui Zhang, Yi Gui, Zhen Li, Yao Wan, Pan Zhou, Jianfeng Gao, Lichao Sun

RCE: Shifting Focus from Entities to Relations for Knowledge Graph Embedding [PDF]

Heng Yu, Huichi Zhou, Zhongyu He, Jianyong Zhu, Hongtao Wang,

Verifiable Format Control for Large Language Model Generations [PDF]

Zhaoyang Wang*, Jinqi Jiang*, Huichi Zhou*, Huaxiu Yao