reinforcement learning

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search ICML 2025 Scale Down to Speed Up: Dynamic Data Selection for Reinforcement Learning EMNLP 2025 ScaleOT: Privacy-utility-scalable Offsite-tuning with Dynamic LayerReplace and Selective Rank Compression AAAI 2025 Scaling LLM Inference Efficiently with Optimized Sample Compute Allocation NAACL 2025 Scaling Test-Time Compute Without Verification or RL is Suboptimal ICML 2025 SC-Captioner: Improving Image Captioning with Self-Correction by Reinforcement Learning ICCV 2025 Scenario Dreamer: Vectorized Latent Diffusion for Generating Driving Simulation Environments CVPR 2025 SCE: Semantic Consistency Enhanced Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning EMNLP 2025 Schedule On the Fly: Diffusion Time Prediction for Faster and Better Image Generation CVPR 2025 Score-Aware Policy-Gradient and Performance Guarantees using Local Lyapunov Stability JMLR 2025 SDGO: Self-Discrimination-Guided Optimization for Consistent Safety in Large Language Models EMNLP 2025 SeaPO: Strategic Error Amplification for Robust Preference Optimization of Large Language Models EMNLP 2025 Search-o1: Agentic Search-Enhanced Large Reasoning Models EMNLP 2025 Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty EMNLP 2025 Seeing Eye to AI: Human Alignment via Gaze-Based Response Rewards for Large Language Models ICLR 2025 SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories CVPR 2025 Self-Correcting Code Generation Using Small Language Models EMNLP 2025 Self-Improvement for Audio Large Language Model using Unlabeled Speech Interspeech 2025 Self-Improving Robust Preference Optimization ICLR 2025 Self-Instructed Derived Prompt Generation Meets In-Context Learning: Unlocking New Potential of Black-Box LLMs ACL 2025 Self-Rewarding Large Vision-Language Models for Optimizing Prompts in Text-to-Image Generation ACL 2025 SEMDICE: Off-policy State Entropy Maximization via Stationary Distribution Correction Estimation ICLR 2025 Semi-Markovian Planning to Coordinate Aerial and Maritime Medical Evacuation Platforms AAAI 2025 SeqMvRL: A Sequential Fusion Framework for Multi-view Representation Learning CVPR 2025 SeqPO-SiMT: Sequential Policy Optimization for Simultaneous Machine Translation ACL 2025