Policy Learning

Mollification Effects of Policy Gradient Methods ICML 2024 MORL-Prompt: An Empirical Analysis of Multi-Objective Reinforcement Learning for Discrete Prompt Optimization EMNLP 2024 Multi-Reward Best Policy Identification NeurIPS 2024 Nash Learning from Human Feedback ICML 2024 Navigating Uncertainty in Epidemic Contexts with Reinforcement Learning AAAI 2024 Near-Optimal Distributionally Robust Reinforcement Learning with General L_p Norms NeurIPS 2024 Near-Optimal Policy Optimization for Correlated Equilibrium in General-Sum Markov Games AISTATS 2024 Near-Optimal Regret in Linear MDPs with Aggregate Bandit Feedback ICML 2024 NeoRL: Efficient Exploration for Nonepisodic RL NeurIPS 2024 Nesting Particle Filters for Experimental Design in Dynamical Systems ICML 2024 New Classes of the Greedy-Applicable Arm Feature Distributions in the Sparse Linear Bandit Problem AAAI 2024 Non-Asymptotic Analysis for Single-Loop (Natural) Actor-Critic with Compatible Function Approximation ICML 2024 No Prior Mask: Eliminate Redundant Action for Deep Reinforcement Learning AAAI 2024 No Regrets: Investigating and Improving Regret Approximations for Curriculum Discovery NeurIPS 2024 No Representation, No Trust: Connecting Representation, Collapse, and Trust Issues in PPO NeurIPS 2024 Object-Centric Dexterous Manipulation from Human Motion Data CoRL 2024 Occupancy-based Policy Gradient: Estimation, Convergence, and Optimality NeurIPS 2024 OCEAN-MBRL: Offline Conservative Exploration for Model-Based Offline Reinforcement Learning AAAI 2024 Off-Agent Trust Region Policy Optimization IJCAI 2024 Offline-Boosted Actor-Critic: Adaptively Blending Optimal Historical Behaviors in Deep Off-Policy RL ICML 2024 Offline Data Enhanced On-Policy Policy Gradient with Provable Guarantees ICLR 2024 Offline Policy Learning via Skill-step Abstraction for Long-horizon Goal-Conditioned Tasks IJCAI 2024 Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression NeurIPS 2024 OLLIE: Imitation Learning from Offline Pretraining to Online Finetuning ICML 2024 Omega-Regular Decision Processes AAAI 2024