Jie Wen

Pre-load auditing of Agent Skills can achieve >97% accuracy in detecting malicious intent, even against semantics-preserving rewrites, by combining role-aware evidence extraction with semantic verification.

Overcome the limitations of existing information-theoretic methods by using structural entropy to learn high-order feature correlations, leading to improved feature selection in multi-view multi-label learning.