Methods

Possibility Before Utility: Learning And Using Hierarchical Affordances ICLR 2022 Pragmatically Learning from Pedagogical Demonstrations in Multi-Goal Environments NeurIPS 2022 Pre-Trained Image Encoder for Generalizable Visual Reinforcement Learning NeurIPS 2022 Primal-Dual Stochastic Mirror Descent for MDPs AISTATS 2022 Programmatic Reinforcement Learning without Oracles ICLR 2022 Prompting Decision Transformer for Few-Shot Policy Generalization ICML 2022 PropEM-L: Radio Propagation Environment Modeling and Learning for Communication-Aware Multi-Robot Exploration RSS 2022 Provable Benefit of Multitask Representation Learning in Reinforcement Learning NeurIPS 2022 Provable General Function Class Representation Learning in Multitask Bandits and MDP NeurIPS 2022 Provable Reinforcement Learning with a Short-Term Memory ICML 2022 Provably Efficient Model-Free Constrained RL with Linear Function Approximation NeurIPS 2022 Provably Efficient Offline Multi-agent Reinforcement Learning via Strategy-wise Bonus NeurIPS 2022 Provably Efficient Offline Reinforcement Learning for Partially Observable Markov Decision Processes ICML 2022 Provably Efficient Policy Optimization for Two-Player Zero-Sum Markov Games AISTATS 2022 Provably Feedback-Efficient Reinforcement Learning via Active Reward Learning NeurIPS 2022 Proximal Learning With Opponent-Learning Awareness NeurIPS 2022 Proximal Point Imitation Learning NeurIPS 2022 Q-Ball: Modeling Basketball Games Using Deep Reinforcement Learning AAAI 2022 Q-Learning Scheduler for Multi Task Learning Through the use of Histogram of Task Uncertainty ACL 2022 QuaDUE-CCM: Interpretable Distributional Reinforcement Learning using Uncertain Contraction Metrics for Precise Quadrotor Trajectory Tracking CoRL 2022 Quantile Constrained Reinforcement Learning: A Reinforcement Learning Framework Constraining Outage Probability NeurIPS 2022 QUARK: Controllable Text Generation with Reinforced Unlearning NeurIPS 2022 Query and Attention Augmentation for Knowledge-Based Explainable Reasoning CVPR 2022 Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering EMNLP 2022 RAMBO-RL: Robust Adversarial Model-Based Offline Reinforcement Learning NeurIPS 2022