Kunzhao Xu

ReVeal: Self-Evolving Code Agents via Reliable Self-Verification

Reinforcement learning with verifiable rewards (RLVR) has advanced the reasoning capabilities of large language models. Howerer, existing methods rely solely on outcome rewards, without explicitly optimizing verification or leveraging reliable signals from realistic environments, leading to unreliab…