Deep RL

Scaling Pareto-Efficient Decision Making via Offline Multi-Objective RL ICLR 2023 Seeing Beyond the Patch: Scale-Adaptive Semantic Segmentation of High-resolution Remote Sensing Imagery based on Reinforcement Learning ICCV 2023 SelectAugment: Hierarchical Deterministic Sample Selection for Data Augmentation AAAI 2023 Selective experience replay compression using coresets for lifelong deep reinforcement learning in medical imaging MIDL 2023 Self-Supervised Behavior Cloned Transformers are Path Crawlers for Text Games EMNLP 2023 Self-Supervised Reinforcement Learning that Transfers using Random Features NeurIPS 2023 Semi-Offline Reinforcement Learning for Optimized Text Generation ICML 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 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 skrl: Modular and Flexible Library for Reinforcement Learning JMLR 2023 Small batch deep reinforcement learning NeurIPS 2023 Social learning spontaneously emerges by searching optimal heuristics with deep reinforcement learning ICML 2023 Solving Continuous Control via Q-learning ICLR 2023 Solving Stabilize-Avoid via Epigraph Form Optimal Control using Deep Reinforcement Learning RSS 2023 SplitNet: A Reinforcement Learning Based Sequence Splitting Method for the MinMax Multiple Travelling Salesman Problem AAAI 2023 SPQR: Controlling Q-ensemble Independence with Spiked Random Model for Reinforcement Learning NeurIPS 2023 Stabilizing Visual Reinforcement Learning via Asymmetric Interactive Cooperation ICCV 2023 State-Action Similarity-Based Representations for Off-Policy Evaluation NeurIPS 2023