Reinforcement Learning

Navigation World Models CVPR 2025 Neural Combinatorial Clustered Bandits for Recommendation Systems AAAI 2025 Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems AAAI 2025 Neural Motion Simulator Pushing the Limit of World Models in Reinforcement Learning CVPR 2025 NL2Lean: Translating Natural Language into Lean 4 through Multi-Aspect Reinforcement Learning EMNLP 2025 Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement Learning AAAI 2025 NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning EMNLP 2025 Online Iterative Self-Alignment for Radiology Report Generation ACL 2025 OpenRLHF: A Ray-based Easy-to-use, Scalable and High-performance RLHF Framework EMNLP 2025 Optimising Spatial Teamwork Under Uncertainty AAAI 2025 Optimizing CLAP Reward with LLM Feedback for Semantically Aligned and Diverse Automated Audio Captioning Interspeech 2025 Optimus-2: Multimodal Minecraft Agent with Goal-Observation-Action Conditioned Policy CVPR 2025 OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis ACL 2025 Overview of the BioLaySumm 2025 Shared Task on Lay Summarization of Biomedical Research Articles and Radiology Reports ACL 2025 PABBO: Preferential Amortized Black-Box Optimization ICLR 2025 Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025 PhonoThink: Improving Large Language Models’ Reasoning on Chinese Phonological Ambiguities EMNLP 2025 Physical Plausibility-aware Trajectory Prediction via Locomotion Embodiment CVPR 2025 Playpen: An Environment for Exploring Learning From Dialogue Game Feedback EMNLP 2025 Plug-and-Play PPO: An Adaptive Point Prompt Optimizer Making SAM Greater CVPR 2025 POI Recommendation via Multi-Objective Adversarial Imitation Learning AAAI 2025 Prior Prompt Engineering for Reinforcement Fine-Tuning EMNLP 2025 Probability-Consistent Preference Optimization for Enhanced LLM Reasoning ACL 2025 ProcessBench: Identifying Process Errors in Mathematical Reasoning ACL 2025 Progressive Multimodal Reasoning via Active Retrieval ACL 2025