reinforcement learning

Why Does RL Generalize Better Than SFT? A Data-Centric Perspective on VLM Post-Training CVPR 2026 WIST: Web-Grounded Iterative Self-Play Tree for Domain-Targeted Reasoning Improvement ACL 2026 WorkForceAgent-R1: Incentivizing Reasoning Capability in LLM-based Web Agents via Reinforcement Learning EACL 2026 Write Where It Matters: Policy-Guided Watermarks for 3D Gaussian Splatting CVPR 2026 Writing-RL: Advancing Long-form Writing via Adaptive Curriculum Reinforcement Learning ACL 2026 A Budget Recipe for Finetuning a Long-form Legal Summarization Model AACL 2025 A Case for Validation Buffer in Pessimistic Actor-Critic IJCAI 2025 A Causal Lens for Learning Long-term Fair Policies ICLR 2025 ACECODER: Acing Coder RL via Automated Test-Case Synthesis ACL 2025 ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025 A Collaborative Reasoning Framework Powered by Reinforcement Learning and Large Language Models for Complex Questions Answering over Knowledge Graph COLING 2025 A Comprehensive Survey on Learning from Rewards for Large Language Models: Reward Models and Learning Strategies EMNLP 2025 Action abstractions for amortized sampling ICLR 2025 Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes ICLR 2025 Actor-Critic learning for mean-field control in continuous time JMLR 2025 AdaDiff: Adaptive Step Selection for Fast Diffusion Models AAAI 2025 Adapting LLM Agents with Universal Communication Feedback NAACL 2025 AdaptiveAE: An Adaptive Exposure Strategy for HDR Capturing in Dynamic Scenes ICCV 2025 Adaptive Reward Design for Reinforcement Learning UAI 2025 Adaptive teachers for amortized samplers ICLR 2025 AdaptThink: Reasoning Models Can Learn When to Think EMNLP 2025 AdaWM: Adaptive World Model based Planning for Autonomous Driving ICLR 2025 Adding Conditional Control to Diffusion Models with Reinforcement Learning ICLR 2025 A Deployed Online Reinforcement Learning Algorithm in an Oral Health Clinical Trial AAAI 2025 A Distributional Approach to Uncertainty-Aware Preference Alignment Using Offline Demonstrations ICLR 2025