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Jingzhi Li

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Preprint Aug 2026

ColluSkill: Adversarial Cross-Skill Composition for Evading Agent Skill Scanners

ColluSkill is proposed, a collusive multi-skill-chain attack framework that decomposes a complete malicious intent into interdependent sub-payloads embedded in independently packaged skills and employs LLM-based chain planning and scanner-feedback refinement to preserve chain-level attack semantics.

Pu-Yu Zeng, Simeng Qin, Jingzhi Li et al. · 1 citation

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