Author

Yu-Qi Qing

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#artificial intelligence Preprint Sep 2026

MMSkillRisk: Can Agents Stay Safe When Multimodal Skills Become Traps?

Results show that skill-bundled images can induce unauthorized actions even as agents complete legitimate tasks, so task success alone does not establish safe skill use.

Ling-Qi Jiang, Jia-Luo Chen, Jia-Nan Ma et al. · 0 citations

Preprint Aug 2026

When Experience Becomes Instruction: Trajectory Poisoning in Self-Evolving Agent Skill Systems

PoisonedEvolution is introduced, a trajectory-poisoning attack on self-evolving skill systems that exposes evidence promotion as a security boundary for self-evolving agents.

Jia-Luo Chen, Ling-Qi Jiang, Xin-Hao Deng et al. · 1 citation · ⚡1