EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
Autonomous agents are increasingly expected to improve executable policies through feedback, yet existing evaluations often collapse this process into a final score or confound it with open-ended software-engineering progress. We introduce Autonomous Policy Evolution, a controlled evaluation setting in which a harness-model agent repeatedly edits an executable policy system under a fixed interaction budget. We instantiate this setting in EvoPolicyGym, a benchmark built from compact interactive RL environments that evaluates how agents iteratively improve explored policies. On the EvoPolicyGym
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- Linked via arxiv authorZhilin Wang →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorHan Song →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorRunzhe Zhan →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorJusen Du →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorJiacheng Chen →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorTianle Li →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorQingyu Yin →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorYulun Wu →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorZhennan Shen →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorTong Zhu →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorYanshu Li →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorGuanjie Chen →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorDerek F. Wong →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorYafu Li →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorYu Cheng →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments
- Linked via arxiv authorYang Yang →
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments