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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

Tool-using LLM agents act on typed tool returns, records pairing provenance and categorical fields with numerical values. Runtime permission gates generally authorize the observed return and action, leaving the decision unprotected against small errors in how the return was bound to its source. We ask whether a candida...

Blaise Delattre, Cong Wang, Yang Cao · 1 citation

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