Reinforcement Learning

Residual Skill Policies: Learning an Adaptable Skill-based Action Space for Reinforcement Learning for Robotics CoRL 2022 Resilient Multi-Sensor Exploration of Multifarious Environments with a Team of Aerial Robots RSS 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 Optimization with Differentiable Simulation from a Global Perspective CoRL 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 Reward-Weighted Regression Converges to a Global Optimum AAAI 2022 RLET: A Reinforcement Learning Based Approach for Explainable QA with Entailment Trees EMNLP 2022 RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning EMNLP 2022 RLSS: A Deep Reinforcement Learning Algorithm for Sequential Scene Generation WACV 2022 Robotic Telekinesis: Learning a Robotic Hand Imitator by Watching Humans on YouTube RSS 2022 RoboTube: Learning Household Manipulation from Human Videos with Simulated Twin Environments CoRL 2022 Robust Action Gap Increasing with Clipped Advantage Learning AAAI 2022 Robust Adversarial Reinforcement Learning with Dissipation Inequation Constraint AAAI 2022 Robust Anytime Learning of Markov Decision Processes NeurIPS 2022