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PIRL: From Open-Loop Exploration to Closed-Loop Reinforcement Learning [R]

TL;DR: Most RL post-training algorithms optimize the current batch and move on. But after an update, did the new policy actually become better? We introduce Policy Improvement Reinforcement Learning (PIRL) and its practi

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