Methods

Semi-Supervised Off-Policy Reinforcement Learning and Value Estimation for Dynamic Treatment Regimes JMLR 2023 Sequential Dexterity: Chaining Dexterous Policies for Long-Horizon Manipulation CoRL 2023 Sequential Preference Ranking for Efficient Reinforcement Learning from Human Feedback NeurIPS 2023 SeRO: Self-Supervised Reinforcement Learning for Recovery from Out-of-Distribution Situations IJCAI 2023 Sharper Model-free Reinforcement Learning for Average-reward Markov Decision Processes COLT 2023 Shielding in Resource-Constrained Goal POMDPs AAAI 2023 Siamese-Discriminant Deep Reinforcement Learning for Solving Jigsaw Puzzles with Large Eroded Gaps AAAI 2023 Simoun: Synergizing Interactive Motion-appearance Understanding for Vision-based Reinforcement Learning ICCV 2023 Simplifying Model-based RL: Learning Representations, Latent-space Models, and Policies with One Objective ICLR 2023 Simultaneously Updating All Persistence Values in Reinforcement Learning AAAI 2023 Single Depth-image 3D Reflection Symmetry and Shape Prediction ICCV 2023 Single Timescale Actor-Critic Method to Solve the Linear Quadratic Regulator with Convergence Guarantees JMLR 2023 SKD-NER: Continual Named Entity Recognition via Span-based Knowledge Distillation with Reinforcement Learning EMNLP 2023 skrl: Modular and Flexible Library for Reinforcement Learning JMLR 2023 SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning NeurIPS 2023 Small batch deep reinforcement learning NeurIPS 2023 Social learning spontaneously emerges by searching optimal heuristics with deep reinforcement learning ICML 2023 Social Motion Prediction with Cognitive Hierarchies NeurIPS 2023 Social Motivation for Modelling Other Agents under Partial Observability in Decentralised Training IJCAI 2023 Soft Action Priors: Towards Robust Policy Transfer AAAI 2023 Solving Continuous Control via Q-learning ICLR 2023 Solving multi-model MDPs by coordinate ascent and dynamic programming UAI 2023 Solving Stabilize-Avoid via Epigraph Form Optimal Control using Deep Reinforcement Learning RSS 2023 SOREO: A System for Safe and Autonomous Drones Fleet Navigation with Reinforcement Learning AAAI 2023 SpeedyZero: Mastering Atari with Limited Data and Time ICLR 2023