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Closing the Log Gap: Minimax-Optimal Regret for Episodic RL

First regret bound matching the minimax lower bound in episodic RL.

Explainer · on the wire

The explainer for this story is still on the wire.

The claim, the mechanism, and the figures land here once generated.

Source · arXiv

arxiv.org/abs/2610.40165cs.LG · stat.ML

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Closing the Log Gap: Minimax-Optimal Regret for Episodic RL — Genko 31 Oct 2026