natural policy gradient

Symmetric (Optimistic) Natural Policy Gradient for Multi-Agent Learning with Parameter Convergence AISTATS 2023 Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning NeurIPS 2022 Can mean field control (mfc) approximate cooperative multi agent reinforcement learning (marl) with non-uniform interaction? UAI 2022 Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings AAAI 2022 Independent Natural Policy Gradient always converges in Markov Potential Games AISTATS 2022 On the Approximation of Cooperative Heterogeneous Multi-Agent Reinforcement Learning (MARL) using Mean Field Control (MFC) JMLR 2022 Sample Complexity of Policy-Based Methods under Off-Policy Sampling and Linear Function Approximation AISTATS 2022 The Role of Baselines in Policy Gradient Optimization NeurIPS 2022 Beyond Variance Reduction: Understanding the True Impact of Baselines on Policy Optimization ICML 2021 CRPO: A New Approach for Safe Reinforcement Learning with Convergence Guarantee ICML 2021 Learning Infinite-horizon Average-reward MDPs with Linear Function Approximation AISTATS 2021 An Improved Analysis of (Variance-Reduced) Policy Gradient and Natural Policy Gradient Methods NeurIPS 2020 Natural Policy Gradient Primal-Dual Method for Constrained Markov Decision Processes NeurIPS 2020 Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes COLT 2020 Policy Learning of MDPs with Mixed Continuous/Discrete Variables: A Case Study on Model-Free Control of Markovian Jump Systems L4DC 2020 Reward-Free Exploration for Reinforcement Learning ICML 2020 Supervised Policy Update for Deep Reinforcement Learning ICLR 2019 Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation NeurIPS 2017 Adaptive Step-size Policy Gradients with Average Reward Metric ACML 2010 Natural Policy Gradient Methods with Parameter-based Exploration for Control Tasks NeurIPS 2010 Policy gradients in linearly-solvable MDPs NeurIPS 2010