Author

Cong Wang

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Preprint Aug 2026

ActBench: Self-Evolving Benchmark of Behavioral Safety in Cowork Agents

Cowork agents may complete benign tasks while disclosing protected data, manipulating unauthorized state, invocate unauthorized API. We define behavioral safety and introduce ActBench, a self-evolving benchmark that evaluates such behavior risk from execution trajectories rather than final responses. Each case pairs a...

H. Yao, Yimin Liu, Meihui Chen et al. · 0 citations

Jul 2026

CAGE: Certified Authorization under Typed-Return Uncertainty for Tool-Using Agents

CAGE removes the in-budget false allows that accurate pointwise gates admit, while keeping a useful fraction of decisions autonomous across synthetic, policy-as-code, regulatory, and real-transaction settings.

Blaise Delattre, Cong Wang, Yang Cao · arXiv.org · 1 citation