reinforcement learning

SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training ICML 2025 Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL ACL 2025 Shy-hunyuan-MT at WMT25 General Machine Translation Shared Task EMNLP 2025 Simple, Good, Fast: Self-Supervised World Models Free of Baggage ICLR 2025 Simple Policy Optimization ICML 2025 Simplifying Deep Temporal Difference Learning ICLR 2025 Simulate, Refine and Integrate: Strategy Synthesis for Efficient SMT Solving IJCAI 2025 Situational-Constrained Sequential Resources Allocation via Reinforcement Learning IJCAI 2025 Sketch Down the FLOPs: Towards Efficient Networks for Human Sketch CVPR 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 SLM-SQL: An Exploration of Small Language Models for Text-to-SQL IJCNLP 2025 SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning AAAI 2025 SmartRAG: Jointly Learn RAG-Related Tasks From the Environment Feedback ICLR 2025 Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning EMNLP 2025 SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks AAAI 2025 SoRFT: Issue Resolving with Subtask-oriented Reinforced Fine-Tuning ACL 2025 SORREL: Suboptimal-Demonstration-Guided Reinforcement Learning for Learning to Branch AAAI 2025 SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models EMNLP 2025 Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025 Sparse Autoencoders Reveal Temporal Difference Learning in Large Language Models ICLR 2025 Speaking at the Right Level: Literacy-Controlled Counterspeech Generation with RAG-RL EMNLP 2025 SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025 Spread Preference Annotation: Direct Preference Judgment for Efficient LLM Alignment ICLR 2025