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Author

Zhou Yang

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Jul 2026

Neuro-Symbolic Reasoning for Vulnerability Detection

LeanGuard is presented, a neuro-symbolic framework that assigns each act to the side equipped for it, and it is argued that the remedy is not better prompting but a separation of roles: the component that interprets the code must not also be the one that decides a safety obligation is met.

Yanjie Zhao, Hongjie Chen, Li Lu et al. · 0 citations
Preprint Aug 2026

Learning from the Test: Self-Referential Differential Testing for Deep RL Agents

Delta (Differential Testing for DRL Agents) is proposed, a novel and comprehensive framework that automatically identifies both safety-critical and optimality bugs in DRL agents and investigates the effectiveness of three offline RL algorithms in generating challenger agents.

Junda He, Jieke Shi, Zhou Yang et al. · 0 citations

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