Reinforcement Learning

Representation-driven Option Discovery in Reinforcement Learning AAAI 2025 Rethinking DPO-style Diffusion Aligning Frameworks ICCV 2025 Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory ACL 2025 RethinkMCTS: Refining Erroneous Thoughts in Monte Carlo Tree Search for Code Generation EMNLP 2025 Revelations: A Decidable Class of POMDPs with Omega-Regular Objectives AAAI 2025 Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up ACL 2025 Rewarding the Unlikely: Lifting GRPO Beyond Distribution Sharpening EMNLP 2025 Risk-averse Total-reward MDPs with ERM and EVaR AAAI 2025 RLLTE: Long-Term Evolution Project of Reinforcement Learning AAAI 2025 RMultiplex200K: Toward Reliable Multimodal Process Supervision for Visual Language Models on Telecommunications ICCV 2025 Robots Learning Through Physical Interactive Intelligence AAAI 2025 ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning EMNLP 2025 R-PRM: Reasoning-Driven Process Reward Modeling EMNLP 2025 s3: You Don’t Need That Much Data to Train a Search Agent via RL EMNLP 2025 Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function Approximation UAI 2025 SAND: Boosting LLM Agents with Self-Taught Action Deliberation EMNLP 2025 Scalable Natural Policy Gradient for General-Sum Linear Quadratic Games with Known Parameters L4DC 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 sDPO: Don’t Use Your Data All at Once COLING 2025 Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval ACL 2025 Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty EMNLP 2025 Selective Preference Optimization via Token-Level Reward Function Estimation EMNLP 2025 Selective Uncertainty Propagation in Offline RL AAAI 2025