reinforcement learning

RLDG: Robotic Generalist Policy Distillation via Reinforcement Learning RSS 2025 RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning ICML 2025 RL-Guider: Leveraging Historical Decisions and Feedback for Drug Editing with Large Language Models ACL 2025 RLHF Algorithms Ranked: An Extensive Evaluation Across Diverse Tasks, Rewards, and Hyperparameters EMNLP 2025 RLLTE: Long-Term Evolution Project of Reinforcement Learning AAAI 2025 RLMiniStyler: Light-weight RL Style Agent for Arbitrary Sequential Neural Style Generation IJCAI 2025 RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs AAAI 2025 RL-RC-DoT: A Block-level RL agent for Task-Aware Video Compression CVPR 2025 RL + Transformer = A General-Purpose Problem Solver ACL 2025 Robot Learning with Super-Linear Scaling RSS 2025 RoboVerse: A Unified Platform, Benchmark and Dataset for Scalable and Generalizable Robot Learning RSS 2025 RoBridge: A Hierarchical Architecture Bridging Cognition and Execution for General Robotic Manipulation ICCV 2025 RobustLight: Improving Robustness via Diffusion Reinforcement Learning for Traffic Signal Control ICML 2025 Robust Multimodal Large Language Models Against Modality Conflict ICML 2025 Robustness to Spurious Correlations via Dynamic Knowledge Transfer IJCAI 2025 RTADev: Intention Aligned Multi-Agent Framework for Software Development ACL 2025 S2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning ACL 2025 s3: You Don’t Need That Much Data to Train a Search Agent via RL EMNLP 2025 Safe-EF: Error Feedback for Non-smooth Constrained Optimization ICML 2025 Safe Exploration in Reinforcement Learning: Training Backup Control Barrier Functions with Zero Training-Time Safety Violations L4DC 2025 Safe exploration in reproducing kernel Hilbert spaces AISTATS 2025 Safe Learning in the Real World via Adaptive Shielding with Hamilton-Jacobi Reachability L4DC 2025 Sample and Oracle Efficient Reinforcement Learning for MDPs with Linearly-Realizable Value Functions COLT 2025 SARA: Salience-Aware Reinforced Adaptive Decoding for Large Language Models in Abstractive Summarization ACL 2025 Sarcasm-R1: Enhancing Sarcasm Detection through Focused Reasoning EMNLP 2025