natural policy gradient

33 papers

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Also known as

NPG

Co-occurring keywords

policy optimization (630) sample complexity (1158) markov decision process (788) policy gradient (518) reinforcement learning (4122) multi-agent reinforcement learning (534) convergence guarantee (169) nash equilibrium (396) primal-dual method (58) variance reduction (520)

Papers

Learning Infinite-horizon Average-reward MDPs with Linear Function Approximation AISTATS 2021

Natural Policy Gradient Primal-Dual Method for Constrained Markov Decision Processes NIPS 2020

Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes COLT 2020

Reward-Free Exploration for Reinforcement Learning ICML 2020

Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation NIPS 2017

Adaptive Step-size Policy Gradients with Average Reward Metric ACML 2010

Policy gradients in linearly-solvable MDPs NIPS 2010

Natural Policy Gradient Methods with Parameter-based Exploration for Control Tasks NIPS 2010