Methods

Reinforcement Learning with Automated Auxiliary Loss Search NeurIPS 2022 Reinforcement learning with Demonstrations from Mismatched Task under Sparse Reward CoRL 2022 Reinforcement Learning with Fast Stabilization in Linear Dynamical Systems AISTATS 2022 Reinforcement Learning with Large Action Spaces for Neural Machine Translation COLING 2022 Reinforcement Learning with Logarithmic Regret and Policy Switches NeurIPS 2022 Reinforcement Learning with Non-Exponential Discounting NeurIPS 2022 Reinforcement Learning with Option Machines IJCAI 2022 Reinforcement Learning with Sparse Rewards using Guidance from Offline Demonstration ICLR 2022 Reinforcement Learning with Stochastic Reward Machines AAAI 2022 Relational Abstractions for Generalized Reinforcement Learning on Symbolic Problems IJCAI 2022 Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL NeurIPS 2022 REMOTE: Reinforced Motion Transformation Network for Semi-supervised 2D Pose Estimation in Videos AAAI 2022 ResQ: A Residual Q Function-based Approach for Multi-Agent Reinforcement Learning Value Factorization NeurIPS 2022 Restless and uncertain: Robust policies for restless bandits via deep multi-agent reinforcement learning UAI 2022 Rethinking Individual Global Max in Cooperative Multi-Agent Reinforcement Learning NeurIPS 2022 Rethinking Value Function Learning for Generalization in Reinforcement Learning NeurIPS 2022 Retrieval-Augmented Reinforcement Learning ICML 2022 ReVar: Strengthening policy evaluation via reduced variance sampling UAI 2022 Revisiting Design Choices in Offline Model Based Reinforcement Learning ICLR 2022 Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning ICML 2022 Revisiting the Roles of “Text” in Text Games EMNLP 2022 REvolveR: Continuous Evolutionary Models for Robot-to-robot Policy Transfer ICML 2022 Reward-Free Policy Space Compression for Reinforcement Learning AISTATS 2022 Reward-Free RL is No Harder Than Reward-Aware RL in Linear Markov Decision Processes ICML 2022 Reward Uncertainty for Exploration in Preference-based Reinforcement Learning ICLR 2022