Deep RL

Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning CVPR 2025 Cross-lingual Transfer of Reward Models in Multilingual Alignment NAACL 2025 CSC-SQL: Corrective Self-Consistency in Text-to-SQL via Reinforcement Learning IJCNLP 2025 CTD4 – a Deep Continuous Distributional Actor-Critic Agent with a Kalman Fusion of Multiple Critics AAAI 2025 Curiosity-Driven Reinforcement Learning from Human Feedback ACL 2025 Datasets and Recipes for Video Temporal Grounding via Reinforcement Learning EMNLP 2025 David and Goliath: Small One-step Model Beats Large Diffusion with Score Post-training ICML 2025 DecEx-RAG: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision EMNLP 2025 Decision Mixer: Integrating Long-term and Local Dependencies via Dynamic Token Selection for Decision-Making ICML 2025 Decision SpikeFormer: Spike-Driven Transformer for Decision Making CVPR 2025 Deduction with Induction: Combining Knowledge Discovery and Reasoning for Interpretable Deep Reinforcement Learning IJCAI 2025 Deep Implicit Imitation Reinforcement Learning in Heterogeneous Action Settings AAAI 2025 DeepLTL: Learning to Efficiently Satisfy Complex LTL Specifications for Multi-Task RL ICLR 2025 Deep Reinforcement Learning for Efficient and Fair Allocation of Healthcare Resources IJCAI 2025 Deep Reinforcement Learning for Robotics: A Survey of Real-World Successes AAAI 2025 Deep Reinforcement Learning from Hierarchical Preference Design ICML 2025 Deep Reinforcement Learning with Time-Scale Invariant Memory AAAI 2025 Demystifying Long Chain-of-Thought Reasoning ICML 2025 Dense Dynamics-Aware Reward Synthesis: Integrating Prior Experience with Demonstrations L4DC 2025 Deterministic Policy Gradient Primal-Dual Methods for Continuous-Space Constrained MDPs AAAI 2025 D-Fusion: Direct Preference Optimization for Aligning Diffusion Models with Visually Consistent Samples ICML 2025 Dialogue Is Not Enough to Make a Communicative BabyLM (But Neither Is Developmentally Inspired Reinforcement Learning) EMNLP 2025 Dialogue Systems for Emotional Support via Value Reinforcement ACL 2025 Diffusion Guided Adaptive Augmentation for Generalization in Visual Reinforcement Learning ICCV 2025 Diffusion Policy Policy Optimization ICLR 2025