Huichi Zhou (周辉池)

Huichi Zhou

I am a PhD student at University College London (UCL). Previously, I was a graduate student at Imperial College London with YangLab advised by Professor Guang Yang.

My research interest is broadly in Adversarial Machine Learning and Large Language Models.

Email: h.zhou24 [at] imperial.ac.uk

Github Google Scholar

Selected Publications (* denotes equal contribution)

[10] Enhancing GNN Robustness for Network Intrusion Detection via Agent-based Analysis
Zhonghao Zhan, Huichi Zhou, Hamed Haddadi
EuroS&P 2025 Poster
paper

[9] DiffuseDef: Improve dRobustness to Adversarial Attacks via Iterative Denoising
Zhenhao Li, Huichi Zhou, Marek Rei, Lucia Specia
ACL 2025
paper

[8] Beyond the Hype: A Dispassionate Look at Vision-Language Models in Medical Scenario
Yang Nan*, Huichi Zhou*, Xiaodan Xing, Guang Yang
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), Impact Factor 10.2
paper

[7] Revisiting Medical Image Retrieval via Knowledge Consolidation
Yang Nan, Huichi Zhou, Xiaodan Xing, Giorgos Papanastasiou, Lei Zhu, Zhifan Gao, Alejandro F. Frangi, Guang Yang
Medical Image Analysis, Impact Factor 10.7
paper

[6] TrustRAG: Enhancing Robustness and Trustworthiness in RAG
Huichi Zhou*, Kin-Hei Lee*, Zhonghao Zhan*, Yue Chen, Zhenhao Li, Zhaoyang Wang, Hamed Haddadi, Emine Yilmaz
Under Review
project page / paper / code

[5] Verifiable Format Control for Large Language Model Generations
Zhaoyang Wang*, Jinqi Jiang*, Huichi Zhou*, Wenhao Zheng, Xuchao Zhang, Chetan Bansal, Huaxiu Yao
NAACL 2025 Findings
paper / code

[4] Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?
Zhongjian Zhang*, Xiao Wang*, Huichi Zhou, Mengmei Zhang, Cheng Yang, Chuan Shi
KDD 2025 Research Track
paper / code

[3] Evaluating the Validity of Word-level Adversarial Attacks with Large Language Models
Huichi Zhou*, Zhaoyang Wang*, Hongtao Wang, Dongping Chen, Wenhan Mu, Fangyuan Zhang
ACL 2024 Findings
paper / code

[2] GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding
Dongping Chen, Yue Huang, Siyuan Wu, Jingyu Tang, Huichi Zhou, Qihui Zhang, Zhigang He, Yilin Bai, Chujie Gao, Liuyi Chen, Yiqiang Li, Chenlong Wang, Yue Yu, Tianshuo Zhou, Zhen Li, Yi Gui, Yao Wan, Pan Zhou, Jianfeng Gao, Lichao Sun
ICLR 2025
paper / code

[1] 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, Pan Zhou, Lichao Sun
ICML 2024 Oral
paper / code

Reviewer Services

ICLR 2025
ACL ARR 2024-2025

Honors and Awards

Chinese National Scholarship (top1%) 2023
Excellent Graduation Thesis Award (top1%) 2024

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Last update: March, 2025