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policy iteration

117 papers

PI

Papers

Convergence of Fast Policy Iteration in Markov Games and Robust MDPs AAAI 2026 Physics-Informed Approach for Exploratory Hamilton–Jacobi–Bellman Equations via Policy Iterations AAAI 2026 Proactive Constrained Policy Optimization with Preemptive Penalty AAAI 2026 Sparse Action-Dependent Policy Iteration under Coordination Structures: Convergence and Optimality UAI 2026 Strongly Polynomial Time Complexity of Policy Iteration for $L_∞$ Robust MDPs COLT 2026 Combining Deep Reinforcement Learning and Search with Generative Models for Game-Theoretic Opponent Modeling IJCAI 2025 Data-Driven Near-Optimal Control of Nonlinear Systems Over Finite Horizon L4DC 2025 Diffusion Actor-Critic: Formulating Constrained Policy Iteration as Diffusion Noise Regression for Offline Reinforcement Learning ICLR 2025 DIME: Diffusion-Based Maximum Entropy Reinforcement Learning ICML 2025 Exploiting inter-agent coupling information for efficient reinforcement learning of cooperative LQR L4DC 2025 Formally Verified Approximate Policy Iteration AAAI 2025 Lower Bound on Howard Policy Iteration for Deterministic Markov Decision Processes UAI 2025 On the Convergence of Projected Policy Gradient for Any Constant Step Sizes JMLR 2025 Policy Iteration for Two-Player General-Sum Stochastic Stackelberg Games ACML 2025 Risk-averse Total-reward MDPs with ERM and EVaR AAAI 2025 Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025 Stochastic Control for Fine-tuning Diffusion Models: Optimality, Regularity, and Convergence ICML 2025 Feasible Reachable Policy Iteration ICML 2024 Generalized Policy Iteration using Tensor Approximation for Hybrid Control ICLR 2024 Impact of Computation in Integral Reinforcement Learning for Continuous-Time Control ICLR 2024 Model-free Low-Rank Reinforcement Learning via Leveraged Entry-wise Matrix Estimation NeurIPS 2024 Physics-Informed Neural Network Policy Iteration: Algorithms, Convergence, and Verification ICML 2024 Pontryagin neural operator for solving general-sum differential games with parametric state constraints L4DC 2024 AlphaSnake: Policy Iteration on a Nondeterministic NP-Hard Markov Decision Process (Student Abstract) AAAI 2023 Large Language Models can Implement Policy Iteration NeurIPS 2023