EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments

Researchers introduced EvoPolicyGym, a benchmark for evaluating autonomous policy evolution in interactive environments. GPT-5.5 achieved the strongest aggregate rank score and top-two performance on all 16 environments. This research provides insights into how agents iteratively improve explored policies.

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