Publications

Gelei Deng, Yi Liu, Yuekang Li, Ruozhao Yang, Xiaofei Xie, Jie Zhang, Han Qiu, Tianwei Zhang (2026). What Makes a Good LLM Agent for Real-world Penetration Testing?. arXiv 2026.

PDF Project DOI arXiv

Yi Liu, Weizhe Wang, Ruitao Feng, Yao Zhang, Guangquan Xu, Gelei Deng, Yuekang Li, Leo Zhang (2026). Agent Skills in the Wild: An Empirical Study of Security Vulnerabilities at Scale. arXiv 2026.

Chenhang Cui, Gelei Deng, An Zhang, Jingnan Zheng, Yicong Li, Lianli Gao, Tianwei Zhang, Tat-Seng Chua (2025). Safe + Safe = Unsafe? Exploring How Safe Images Can Be Exploited to Jailbreak Large Vision-Language Models. NeurIPS 2025.

PDF Code Project DOI arXiv Code

Jingnan Zheng, Xiangtian Ji, Yijun Lu, Chenhang Cui, Weixiang Zhao, Gelei Deng, Zhenkai Liang, An Zhang, Tat-Seng Chua (2025). RSafe: Incentivizing Proactive Reasoning to Build Robust and Adaptive LLM Safeguards. NeurIPS 2025.

Yuan Xu, Gelei Deng, Guanlin Li, Xingshuo Han, Shangwei Guo, Tianwei Zhang (2025). Controllable Spoofing Attacks on Visual SLAM in Robotic Vehicles. ACSAC 2025.

Cheng Wang, Gelei Deng, Xianglin Yang, Han Qiu, Tianwei Zhang (2025). When Audio and Text Disagree: Revealing Text Bias in Large Audio-Language Models. EMNLP 2025.

PDF EMNLP arXiv

Gelei Deng, Haoran Ou, Yi Liu, Jie Zhang, Tianwei Zhang, Yang Liu (2025). Oedipus: LLM-enchanced Reasoning CAPTCHA Solver. CCS 2025.

Yuan Xu, Gelei Deng, Tianwei Zhang (2025). Detecting Perception-Based Attacks using Visual Odometry: Inconsistency Modeling and Checking on Robotic States. ICRA 2025.

Ziqi Ding, Gelei Deng, Yi Liu, Junchen Ding, Jieshan Chen, Yulei Sui, Yuekang Li (2025). IllusionCAPTCHA: A CAPTCHA based on Visual Illusion. WWW 2025.

Weisong Sun, Yiming Miao, Yuekang Li, Hongyu Zhang, Chunrong Fang, Yi Liu, Gelei Deng, Yang Liu, Zhenyu Chen (2025). Source Code Summarization in the Era of Large Language Models. ICSE 2025.