← Methods
Reinforcement Learning › Methods ›

Policy Learning

2068 directly classified papers

Papers per year

Papers

Global Convergence of Two-Timescale Actor-Critic for Solving Linear Quadratic Regulator AAAI 2023
For Pre-Trained Vision Models in Motor Control, Not All Policy Learning Methods are Created Equal ICML 2023
Why Target Networks Stabilise Temporal Difference Methods ICML 2023
Stochastic Policy Gradient Methods: Improved Sample Complexity for Fisher-non-degenerate Policies ICML 2023
Optimizing DDPM Sampling with Shortcut Fine-Tuning ICML 2023
A Connection between One-Step RL and Critic Regularization in Reinforcement Learning ICML 2023
Does Sparsity Help in Learning Misspecified Linear Bandits? ICML 2023
Nearly Minimax Optimal Regret for Learning Linear Mixture Stochastic Shortest Path ICML 2023
Optimal Convergence Rate for Exact Policy Mirror Descent in Discounted Markov Decision Processes NIPS 2023
Best of Both Worlds Policy Optimization ICML 2023
Inverse Reinforcement Learning for Text Summarization EMNLP 2023
Reinforcement Learning Can Be More Efficient with Multiple Rewards ICML 2023
Modified Policy Iteration for Exponential Cost Risk Sensitive MDPs L4DC 2023
Trajectory-Aware Eligibility Traces for Off-Policy Reinforcement Learning ICML 2023
Practical Critic Gradient based Actor Critic for On-Policy Reinforcement Learning L4DC 2023
Refined Regret for Adversarial MDPs with Linear Function Approximation ICML 2023
Lower Bounds for Learning in Revealing POMDPs ICML 2023
Achieving Zero Constraint Violation for Constrained Reinforcement Learning via Conservative Natural Policy Gradient Primal-Dual Algorithm AAAI 2023
Correcting discount-factor mismatch in on-policy policy gradient methods ICML 2023
Identification of Blackwell Optimal Policies for Deterministic MDPs AISTATS 2023
Scalable Safe Policy Improvement via Monte Carlo Tree Search ICML 2023
Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation NIPS 2023
Policy Gradient Methods Find the Nash Equilibrium in N-player General-sum Linear-quadratic Games JMLR 2023
Learning Shared Safety Constraints from Multi-task Demonstrations NIPS 2023
Thought Cloning: Learning to Think while Acting by Imitating Human Thinking NIPS 2023