Research archive

Publications and research artifacts.

Work on agentic system security, LLM security, and web security— presented with the evidence, visual materials, and resources behind each project.

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USENIX Security ’26 Accepted

COGNITION: From Evaluation to Defense against Multimodal LLM CAPTCHA Solvers

Junyu Wang, Changjia Zhu, Yuanbo Zhou, Lingyao Li, Xu He, Mingkui Wei, Junjie Xiong

COGNITION maps the practical boundary of automated visual CAPTCHA solving and turns that evidence into concrete redesign guidance. The study pairs broad evaluation with a defense case study that reduces state-of-the-art solver success from over 95% to 0%.

Web securityMultimodal LLMsCAPTCHA robustness

Each publication has a dedicated page for its abstract, findings, poster, artifact, and citation. New work will join this archive as it is published.