Reinforcement Learning

Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units EMNLP 2025 Dynamic Scaling of Unit Tests for Code Reward Modeling ACL 2025 Dyve: Thinking Fast and Slow for Dynamic Process Verification EMNLP 2025 Efficient Off-Policy Learning for High-Dimensional Action Spaces ICLR 2025 Efficient Safety Alignment of Large Language Models via Preference Re-ranking and Representation-based Reward Modeling ACL 2025 Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning EMNLP 2025 Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025 Enhancing Efficiency and Exploration in Reinforcement Learning for LLMs EMNLP 2025 Enhancing Predictive Healthcare Using AI-Driven Early Warning Systems AAAI 2025 Enhancing Question Generation through Diversity-Seeking Reinforcement Learning with Bilevel Policy Decomposition AAAI 2025 Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment EMNLP 2025 Enhancing RLHF with Human Gaze Modeling EMNLP 2025 Enhancing Safe and Controllable Protein Generation via Knowledge Preference Optimization ACL 2025 Entropy-based Exploration Conduction for Multi-step Reasoning ACL 2025 EPO: Explicit Policy Optimization for Strategic Reasoning in LLMs via Reinforcement Learning ACL 2025 Exploring Chain-of-Thought Reasoning for Steerable Pluralistic Alignment EMNLP 2025 Exploring Intrinsic Alignments Within Text Corpus AAAI 2025 Fast Convergence of Softmax Policy Mirror Ascent AISTATS 2025 FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning AAAI 2025 Finding the Sweet Spot: Preference Data Construction for Scaling Preference Optimization ACL 2025 Finite Expression Method for Solving High-Dimensional Partial Differential Equations JMLR 2025 FLAIRR-TS - Forecasting LLM-Agents with Iterative Refinement and Retrieval for Time Series EMNLP 2025 FlashAdventure: A Benchmark for GUI Agents Solving Full Story Arcs in Diverse Adventure Games EMNLP 2025 Flow Factorization for Efficient Generative Flow Networks AAAI 2025 FlowPolicy: Enabling Fast and Robust 3D Flow-Based Policy via Consistency Flow Matching for Robot Manipulation AAAI 2025