SkillGuard-Robust formulates pre-load auditing of untrusted Agent Skills as a three-way classification task and achieves 97.30% exact match and 98.33% malicious-risk recall on held-out benchmarks.
InFindings of the Association for Computational Linguistics: EMNLP 2025, pages 23159–23172, Suzhou, China
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Structured Security Auditing and Robustness Enhancement for Untrusted Agent Skills
SkillGuard-Robust formulates pre-load auditing of untrusted Agent Skills as a three-way classification task and achieves 97.30% exact match and 98.33% malicious-risk recall on held-out benchmarks.