Reinforcement Learning

Fast and Data Efficient Reinforcement Learning from Pixels via Non-parametric Value Approximation AAAI 2022 Generalised Policy Improvement with Geometric Policy Composition ICML 2022 Generalizing Gaussian Smoothing for Random Search ICML 2022 Generalizing Reinforcement Learning through Fusing Self-Supervised Learning into Intrinsic Motivation AAAI 2022 Global-Aware Registration of Less-Overlap RGB-D Scans CVPR 2022 Go Back in Time: Generating Flashbacks in Stories with Event Temporal Prompts NAACL 2022 Graph Neural Controlled Differential Equations for Traffic Forecasting AAAI 2022 Guiding Abstractive Dialogue Summarization with Content Planning EMNLP 2022 Heterogeneous Skill Learning for Multi-agent Tasks NeurIPS 2022 Hindsight Foresight Relabeling for Meta-Reinforcement Learning ICLR 2022 Hindsight Network Credit Assignment: Efficient Credit Assignment in Networks of Discrete Stochastic Units AAAI 2022 History Compression via Language Models in Reinforcement Learning ICML 2022 HyperTree Proof Search for Neural Theorem Proving NeurIPS 2022 Improving Policy Learning via Language Dynamics Distillation NeurIPS 2022 Integrating Question Rewrites in Conversational Question Answering: A Reinforcement Learning Approach ACL 2022 Interactive Query-Assisted Summarization via Deep Reinforcement Learning NAACL 2022 Invariant Action Effect Model for Reinforcement Learning AAAI 2022 Is Mapping Necessary for Realistic PointGoal Navigation? CVPR 2022 Large Batch Experience Replay ICML 2022 Learn Goal-Conditioned Policy with Intrinsic Motivation for Deep Reinforcement Learning AAAI 2022 Learning Adaptive Segmentation Policy for End-to-End Simultaneous Translation ACL 2022 Learning General World Models in a Handful of Reward-Free Deployments NeurIPS 2022 Learning more skills through optimistic exploration ICLR 2022 Learning Representations via a Robust Behavioral Metric for Deep Reinforcement Learning NeurIPS 2022 Learning Robust Policy against Disturbance in Transition Dynamics via State-Conservative Policy Optimization AAAI 2022