Reinforcement Learning

SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learning ICLR 2025 Simple Policy Optimization ICML 2025 Sim-to-Real Reinforcement Learning for Vision-Based Dexterous Manipulation on Humanoids CoRL 2025 Simulation-Free Hierarchical Latent Policy Planning for Proactive Dialogues AAAI 2025 Single-Loop Federated Actor-Critic across Heterogeneous Environments AAAI 2025 Situational-Constrained Sequential Resources Allocation via Reinforcement Learning IJCAI 2025 Sketch Decompositions for Classical Planning via Deep Reinforcement Learning IJCAI 2025 Sketch-to-Skill: Bootstrapping Robot Learning with Human Drawn Trajectory Sketches RSS 2025 Skill Disentanglement in Reproducing Kernel Hilbert Space AAAI 2025 SkillMimic: Learning Basketball Interaction Skills from Demonstrations CVPR 2025 SkillTree: Explainable Skill-Based Deep Reinforcement Learning for Long-Horizon Control Tasks AAAI 2025 SKIL: Semantic Keypoint Imitation Learning for Generalizable Data-efficient Manipulation RSS 2025 SLAC: Simulation-Pretrained Latent Action Space for Whole-Body Real-World RL CoRL 2025 Sleeping Reinforcement Learning ICML 2025 SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning AAAI 2025 SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks AAAI 2025 SOLD: Slot Object-Centric Latent Dynamics Models for Relational Manipulation Learning from Pixels ICML 2025 Solving MDPs with LTLf+ and PPLTL+ Temporal Objectives IJCAI 2025 Solving Multi-Agent Safe Optimal Control with Distributed Epigraph Form MARL RSS 2025 Solving Robust Markov Decision Processes: Generic, Reliable, Efficient AAAI 2025 Solving Zero-Sum Convex Markov Games ICML 2025 SoRFT: Issue Resolving with Subtask-oriented Reinforced Fine-Tuning ACL 2025 SORREL: Suboptimal-Demonstration-Guided Reinforcement Learning for Learning to Branch AAAI 2025 Span-Agnostic Optimal Sample Complexity and Oracle Inequalities for Average-Reward RL COLT 2025 Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025