Policy Learning

Robust Multi-Agent Reinforcement Learning with Stochastic Adversary ICML 2025 Robust Transfer of Safety-Constrained Reinforcement Learning Agents ICLR 2025 Rule-Guided Reinforcement Learning Policy Evaluation and Improvement IJCAI 2025 Safe Exploration in Reinforcement Learning: Training Backup Control Barrier Functions with Zero Training-Time Safety Violations L4DC 2025 Safety-Prioritizing Curricula for Constrained Reinforcement Learning ICLR 2025 Safety Representations for Safer Policy Learning ICLR 2025 Sample and Oracle Efficient Reinforcement Learning for MDPs with Linearly-Realizable Value Functions COLT 2025 SATA: Safe and Adaptive Torque-Based Locomotion Policies Inspired by Animal Learning RSS 2025 Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search ICML 2025 SciCompanion: Graph-Grounded Reasoning for Structured Evaluation of Scientific Arguments EMNLP 2025 Score as Action: Fine Tuning Diffusion Generative Models by Continuous-time Reinforcement Learning ICML 2025 Score-Aware Policy-Gradient and Performance Guarantees using Local Lyapunov Stability JMLR 2025 Score-Based Diffusion Policy Compatible with Reinforcement Learning via Optimal Transport ICML 2025 SE(3)-Equivariant Diffusion Policy in Spherical Fourier Space ICML 2025 SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories CVPR 2025 Selective Preference Optimization via Token-Level Reward Function Estimation EMNLP 2025 Self-Supervised Transformers as Iterative Solution Improvers for Constraint Satisfaction ICML 2025 Semantic-Aware Action Space Compression via LLM-DRL Synergy for Efficient Task-oriented Dialogue Policy Exploration EMNLP 2025 Semi-Markovian Planning to Coordinate Aerial and Maritime Medical Evacuation Platforms AAAI 2025 S-EPOA: Overcoming the Indistinguishability of Segments with Skill-Driven Preference-Based Reinforcement Learning IJCAI 2025 SeqMvRL: A Sequential Fusion Framework for Multi-view Representation Learning CVPR 2025 SeqPO-SiMT: Sequential Policy Optimization for Simultaneous Machine Translation ACL 2025 SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training ICML 2025 Shallow Preference Signals: Large Language Model Aligns Even Better with Truncated Data? ACL 2025 Simple Policy Optimization ICML 2025