Reinforcement Learning

CARMO: Dynamic Criteria Generation for Context Aware Reward Modelling ACL 2025 Cheems: A Practical Guidance for Building and Evaluating Chinese Reward Models from Scratch ACL 2025 CityWalker: Learning Embodied Urban Navigation from Web-Scale Videos CVPR 2025 CoAT: Chain-of-Associated-Thoughts Framework for Enhancing Large Language Models Reasoning EMNLP 2025 CodePRM: Execution Feedback-enhanced Process Reward Model for Code Generation ACL 2025 CodeTool: Enhancing Programmatic Tool Invocation of LLMs via Process Supervision ACL 2025 Comparing Bad Apples to Good Oranges Aligning Large Language Models via Joint Preference Optimization ACL 2025 Contrastive Representation for Interactive Recommendation AAAI 2025 COPR: Continual Human Preference Learning via Optimal Policy Regularization ACL 2025 CraftFactory: A Conditioned Control Policy Benchmark for Compositional Generalization AAAI 2025 Cross-lingual Human-Preference Alignment for Neural Machine Translation with Direct Quality Optimization EMNLP 2025 CTD4 – a Deep Continuous Distributional Actor-Critic Agent with a Kalman Fusion of Multiple Critics AAAI 2025 Cycle Consistency as Reward: Learning Image-Text Alignment without Human Preferences ICCV 2025 Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization CVPR 2025 Deep Implicit Imitation Reinforcement Learning in Heterogeneous Action Settings AAAI 2025 Deep Reinforcement Learning with Time-Scale Invariant Memory AAAI 2025 Dense Policy: Bidirectional Autoregressive Learning of Actions ICCV 2025 DiaLLMs: EHR-Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction ACL 2025 Dialogue Systems for Emotional Support via Value Reinforcement ACL 2025 DiffExp: Efficient Exploration in Reward Fine-tuning for Text-to-Image Diffusion Models AAAI 2025 Diffusion Guided Adaptive Augmentation for Generalization in Visual Reinforcement Learning ICCV 2025 Direct Repair Optimization: Training Small Language Models For Educational Program Repair Improves Feedback ACL 2025 Distributional Off-policy Evaluation with Bellman Residual Minimization AISTATS 2025 DreamAlign: Dynamic Text-to-3D Optimization with Human Preference Alignment AAAI 2025 DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation AAAI 2025