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Natural Policy Gradient Methods with Parameter-based Exploration for Control Tasks
Natural Policy Gradient Methods with Parameter-based Exploration for Control Tasks
PulseAugur coverage of Natural Policy Gradient Methods with Parameter-based Exploration for Control Tasks — every cluster mentioning Natural Policy Gradient Methods with Parameter-based Exploration for Control Tasks across labs, papers, and developer communities, ranked by signal.
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New analysis explores faster convergence for Natural Actor-Critic algorithms
Researchers have analyzed a single-loop, entropy-regularized Natural Actor-Critic algorithm, focusing on its convergence rates for unregularized objectives. The study explores two optimization regimes: Stochastic, using…
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New research offers finite-time convergence guarantees for Natural Policy Gradient algorithms
A new research paper published on arXiv provides the first finite-time convergence guarantees for Natural Policy Gradient (NPG) algorithms in finite-horizon Markov Decision Processes. The study analyzes NPG under both c…