Reinforcement Learning

Individual Reward Assisted Multi-Agent Reinforcement Learning ICML 2022 Inferring Rewards from Language in Context ACL 2022 Influence-Augmented Local Simulators: a Scalable Solution for Fast Deep RL in Large Networked Systems ICML 2022 Interaction-Grounded Learning with Action-Inclusive Feedback NeurIPS 2022 Interactive Query-Assisted Summarization via Deep Reinforcement Learning NAACL 2022 Interpretable Off-Policy Learning via Hyperbox Search ICML 2022 Is High Variance Unavoidable in RL? A Case Study in Continuous Control ICLR 2022 Is Mapping Necessary for Realistic PointGoal Navigation? CVPR 2022 Is MultiWOZ a Solved Task? An Interactive TOD Evaluation Framework with User Simulator EMNLP 2022 Large Batch Experience Replay ICML 2022 Large-Scale Retrieval for Reinforcement Learning NeurIPS 2022 Latent Planning via Expansive Tree Search NeurIPS 2022 Learning Action Translator for Meta Reinforcement Learning on Sparse-Reward Tasks AAAI 2022 Learning as Conversation: Dialogue Systems Reinforced for Information Acquisition NAACL 2022 Learning-based Optimisation of Particle Accelerators Under Partial Observability Without Real-World Training ICML 2022 Learning by Competition of Self-Interested Reinforcement Learning Agents AAAI 2022 Learning from an Exploring Demonstrator: Optimal Reward Estimation for Bandits AISTATS 2022 Learning Generalized Policy Automata for Relational Stochastic Shortest Path Problems NeurIPS 2022 Learning Infinite-Horizon Average-Reward Restless Multi-Action Bandits via Index Awareness NeurIPS 2022 Learning Long-Term Crop Management Strategies with CyclesGym NeurIPS 2022 Learning Long-Term Reward Redistribution via Randomized Return Decomposition ICLR 2022 Learning Natural Language Generation with Truncated Reinforcement Learning NAACL 2022 Learning NP-Hard Multi-Agent Assignment Planning using GNN: Inference on a Random Graph and Provable Auction-Fitted Q-learning NeurIPS 2022 Learning Probably Approximately Complete and Safe Action Models for Stochastic Worlds AAAI 2022 Learning Pseudometric-based Action Representations for Offline Reinforcement Learning ICML 2022