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Muxi Lyu

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Jul 2026

RECEIPT: Deterministic, Reward-Hacking-Resistant Verification for White-Box Agentic XSS Discovery

Cross-Site Scripting (XSS) remains one of the most prevalent and damaging classes of web vulnerabilities. LLM-based coding agents offer a promising approach to XSS discovery by combining source-code reasoning with interactive testing against a running application. However, a coding agent's claims cannot be trusted on t...

Muxi Lyu, Karen Shieh, Yiwei Hou et al. · 1 citation
Preprint Aug 2026

Daydreaming: Stealing Hidden Agent Skills through Black-Box Task Interaction

Daydreaming is presented, an execution-only attack that steals a multi-file skill through black-box task interactions and produces installable skills using a median of 32 victim calls per skill even with disclosure defenses enabled.

Yu-Lin Tsai, Yu-An Lu, Ci-Yang Tsai et al. · 0 citations

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