Reinforcement Learning

Near-optimal Offline Reinforcement Learning with Linear Representation: Leveraging Variance Information with Pessimism ICLR 2022 Near-optimal Policy Optimization Algorithms for Learning Adversarial Linear Mixture MDPs AISTATS 2022 OAM: An Option-Action Reinforcement Learning Framework for Universal Multi-Intersection Control AAAI 2022 Object-Category Aware Reinforcement Learning NeurIPS 2022 Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022 On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning ICLR 2022 On Efficient Online Imitation Learning via Classification NeurIPS 2022 Online Ad Hoc Teamwork under Partial Observability ICLR 2022 On Optimizing Interventions in Shared Autonomy AAAI 2022 On-Policy Model Errors in Reinforcement Learning ICLR 2022 On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting NeurIPS 2022 Optimistic Initialization for Exploration in Continuous Control AAAI 2022 PaCo: Parameter-Compositional Multi-task Reinforcement Learning NeurIPS 2022 Penalized Proximal Policy Optimization for Safe Reinforcement Learning IJCAI 2022 Planning in Stochastic Environments with a Learned Model ICLR 2022 Planning to the Information Horizon of BAMDPs via Epistemic State Abstraction NeurIPS 2022 Plan To Predict: Learning an Uncertainty-Foreseeing Model For Model-Based Reinforcement Learning NeurIPS 2022 Policy Gradients Incorporating the Future ICLR 2022 Policy Learning for Robust Markov Decision Process with a Mismatched Generative Model AAAI 2022 Policy Optimization with Linear Temporal Logic Constraints NeurIPS 2022 PONI: Potential Functions for ObjectGoal Navigation With Interaction-Free Learning CVPR 2022 Possibility Before Utility: Learning And Using Hierarchical Affordances ICLR 2022 Pre-Trained Image Encoder for Generalizable Visual Reinforcement Learning NeurIPS 2022 Programmatic Reinforcement Learning without Oracles ICLR 2022 ProtoX: Explaining a Reinforcement Learning Agent via Prototyping NeurIPS 2022