arXiv

Maximum Likelihood Reinforcement Learning

Fahim Tajwar, Guanning Zeng, Yueer Zhou

Feb 7, 2026·07:27·

00:00

07:27

Maximum Likelihood Reinforcement Learning (MaxRL)Implicit Likelihood in Sampling-Based TasksCompute-Indexed ObjectivesScaling Efficiency GainsMaximum Likelihood vs Reinforcement LearningMaxRL Framework

About This Paper

DOI: 10.1145/3569951.3597559

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