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ENTITY Actor-Critic Methods

Actor-Critic Methods

PulseAugur coverage of Actor-Critic Methods — every cluster mentioning Actor-Critic Methods across labs, papers, and developer communities, ranked by signal.

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  1. TOOL · CL_158492 ·

    Active Inference framed as convex MDP, unifying with reinforcement learning

    A new paper frames Active Inference (AIF) as a convex Markov Decision Process (MDP), suggesting a way to unify it with modern reinforcement learning (RL) techniques. The research posits that minimizing expected free ene…

  2. RESEARCH · CL_30827 ·

    Reinforcement learning theory achieves new sample complexity for actor-critic methods

    Researchers have established a new theoretical sample complexity guarantee for off-policy actor-critic methods in reinforcement learning. The paper proves the first $\tilde{\mathcal{O}}(\epsilon^{-2})$ sample complexity…