VeriFine: Scaling Verification for Self-Improvement in Embodied Reasoning

VeriFine enables self-improving embodied agents by co-evolving the policy, training curriculum, and verification judge. The framework uses a rubric-based judge to diagnose failure patterns and adapt the curriculum when progress plateaus. This approach mitigates the bottleneck of fixed judges by scaling verification alongside agent capabilities.