Deep RL

CarPlanner: Consistent Auto-regressive Trajectory Planning for Large-Scale Reinforcement Learning in Autonomous Driving CVPR 2025 Catching Two Birds with One Stone: Reward Shaping with Dual Random Networks for Balancing Exploration and Exploitation ICML 2025 CEAES: Bidirectional Reinforcement Learning Optimization for Consistent and Explainable Essay Assessment ACL 2025 Chatbot To Help Patients Understand Their Health EMNLP 2025 CHD: Coupled Hierarchical Diffusion for Long-Horizon Tasks CoRL 2025 Clone-Robust AI Alignment ICML 2025 Closed-form Solutions: A New Perspective on Solving Differential Equations ICML 2025 CodeTool: Enhancing Programmatic Tool Invocation of LLMs via Process Supervision ACL 2025 CogReact: A Reinforced Framework to Model Human Cognitive Reaction Modulated by Dynamic Intervention ICML 2025 Combining Deep Reinforcement Learning and Search with Generative Models for Game-Theoretic Opponent Modeling IJCAI 2025 Combining MORL with Restraining Bolts to Learn Normative Behaviour IJCAI 2025 COMBO-Grasp: Learning Constraint-Based Manipulation for Bimanual Occluded Grasping CoRL 2025 Comparing Comparisons: Informative and Easy Human Feedback with Distinguishability Queries ICML 2025 ComposableNav: Instruction-Following Navigation in Dynamic Environments via Composable Diffusion CoRL 2025 Conflict-Averse Gradient Aggregation for Constrained Multi-Objective Reinforcement Learning ICLR 2025 ConRFT: A Reinforced Fine-tuning Method for VLA Models via Consistency Policy RSS 2025 Consensus Based Stochastic Optimal Control ICML 2025 Continuous-Time Reward Machines IJCAI 2025 Contrastive Representation for Interactive Recommendation AAAI 2025 Controlling Underestimation Bias in Constrained Reinforcement Learning for Safe Exploration ICML 2025 Convert Language Model into a Value-based Strategic Planner ACL 2025 ConvSearch-R1: Enhancing Query Reformulation for Conversational Search with Reasoning via Reinforcement Learning EMNLP 2025 Cost-aware Discovery of Contextual Failures using Bayesian Active Learning CoRL 2025 CoTD-PO: Chain-of-Thought Distillation with Preference Optimization EMNLP 2025 CPO: Addressing Reward Ambiguity in Role-playing Dialogue via Comparative Policy Optimization EMNLP 2025