Policy Learning

Minimax Optimal Online Imitation Learning via Replay Estimation NeurIPS 2022 Mirror Descent Policy Optimization ICLR 2022 Mirror Learning: A Unifying Framework of Policy Optimisation ICML 2022 Mismatched No More: Joint Model-Policy Optimization for Model-Based RL NeurIPS 2022 Model-Based Offline Planning with Trajectory Pruning IJCAI 2022 Model-free Policy Learning with Reward Gradients AISTATS 2022 Modeling Strong and Human-Like Gameplay with KL-Regularized Search ICML 2022 Monte Carlo Augmented Actor-Critic for Sparse Reward Deep Reinforcement Learning from Suboptimal Demonstrations NeurIPS 2022 Multi-policy Grounding and Ensemble Policy Learning for Transfer Learning with Dynamics Mismatch IJCAI 2022 Myriad: a real-world testbed to bridge trajectory optimization and deep learning NeurIPS 2022 Nearly Minimax Optimal Regret for Learning Infinite-horizon Average-reward MDPs with Linear Function Approximation AISTATS 2022 Nearly Optimal Policy Optimization with Stable at Any Time Guarantee ICML 2022 Near-Optimal Goal-Oriented Reinforcement Learning in Non-Stationary Environments NeurIPS 2022 Near Optimality of Finite Memory Feedback Policies in Partially Observed Markov Decision Processes JMLR 2022 Near-optimal Policy Optimization Algorithms for Learning Adversarial Linear Mixture MDPs AISTATS 2022 Near-Optimal Randomized Exploration for Tabular Markov Decision Processes NeurIPS 2022 Near-Optimal Sample Complexity Bounds for Constrained MDPs NeurIPS 2022 Non-Linear Reinforcement Learning in Large Action Spaces: Structural Conditions and Sample-efficiency of Posterior Sampling COLT 2022 Non-Markovian Reward Modelling from Trajectory Labels via Interpretable Multiple Instance Learning NeurIPS 2022 Offline Reinforcement Learning with Implicit Q-Learning ICLR 2022 Offline Reinforcement Learning with Value-based Episodic Memory ICLR 2022 Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022 On Efficient Online Imitation Learning via Classification NeurIPS 2022 Online Apprenticeship Learning AAAI 2022 Online Inverse Reinforcement Learning with Learned Observation Model CoRL 2022