Methods

Strategic Planning: A Top-Down Approach to Option Generation ICML 2025 Streaming Flow Policy: Simplifying diffusion/flow-matching policies by treating action trajectories as flow trajectories CoRL 2025 Structured Document Translation via Format Reinforcement Learning IJCNLP 2025 Subgoal-Guided Policy Heuristic Search with Learned Subgoals ICML 2025 Subteaming and Adaptive Formation Control for Coordinated Multi-Robot Navigation CoRL 2025 SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning AAAI 2025 Supervised Optimism Correction: Be Confident When LLMs Are Sure ACL 2025 Survey on Strategic Mining in Blockchain: A Reinforcement Learning Approach IJCAI 2025 Symbiotic Local Search for Small Decision Tree Policies in MDPs UAI 2025 Symmetric Reinforcement Learning Loss for Robust Learning on Diverse Tasks and Model Scales ICML 2025 Symmetries-enhanced Multi-Agent Reinforcement Learning L4DC 2025 Symmetry-Aware GFlowNets ICML 2025 Synthesis of Communication Policies for Multi-Agent Systems Robust to Communication Restrictions IJCAI 2025 SynthRL: Cross-domain Synthesizer Sound Matching via Reinforcement Learning IJCAI 2025 System Neural Diversity: Measuring Behavioral Heterogeneity in Multi-Agent Learning JMLR 2025 T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling ICML 2025 Table-R1: Inference-Time Scaling for Table Reasoning Tasks EMNLP 2025 Tackling Data Corruption in Offline Reinforcement Learning via Sequence Modeling ICLR 2025 Target Return Optimizer for Multi-Game Decision Transformer ACML 2025 Task-Agnostic Pre-training and Task-Guided Fine-tuning for Versatile Diffusion Planner ICML 2025 Task-Aware Virtual Training: Enhancing Generalization in Meta-Reinforcement Learning for Out-of-Distribution Tasks ICML 2025 Teaching Language Models to Critique via Reinforcement Learning ICML 2025 Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025 Temporal Difference Flows ICML 2025 Temporal Distance-aware Transition Augmentation for Offline Model-based Reinforcement Learning ICML 2025