Deep RL

Preference Adaptive and Sequential Text-to-Image Generation ICML 2025 Preference-based Deep Reinforcement Learning for Historical Route Estimation IJCAI 2025 Preference Optimization for Combinatorial Optimization Problems ICML 2025 Prevalence of Negative Transfer in Continual Reinforcement Learning: Analyses and a Simple Baseline ICLR 2025 Probabilistic Shielding for Safe Reinforcement Learning AAAI 2025 Progressively Label Enhancement for Large Language Model Alignment ICML 2025 PROGRESSOR: A Perceptually Guided Reward Estimator with Self-Supervised Online Refinement ICCV 2025 QMP: Q-switch Mixture of Policies for Multi-Task Behavior Sharing ICLR 2025 Q-PRM: Adaptive Query Rewriting for Retrieval-Augmented Generation via Step-level Process Supervision EMNLP 2025 Query-efficient Attack for Black-box Image Inpainting Forensics via Reinforcement Learning AAAI 2025 R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization ICCV 2025 Rapidly Adapting Policies to the Real-World via Simulation-Guided Fine-Tuning ICLR 2025 RAPID: Robust and Agile Planner Using Inverse Reinforcement Learning for Vision-Based Drone Navigation RSS 2025 RaSS: Improving Denoising Diffusion Samplers with Reinforced Active Sampling Scheduler CVPR 2025 RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors AAAI 2025 RATE: Causal Explainability of Reward Models with Imperfect Counterfactuals ICML 2025 RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning EMNLP 2025 RAVEN: Robust Advertisement Video Violation Temporal Grounding via Reinforcement Reasoning ACL 2025 Real-Time Recurrent Reinforcement Learning AAAI 2025 REAR: Reinforced Reasoning Optimization for Event Argument Extraction with Relation-Aware Support EMNLP 2025 Reasoning in Visual Navigation of End-to-end Trained Agents: A Dynamical Systems Approach CVPR 2025 Reducing AUV Energy Consumption Through Dynamic Sensor Directions Switching via Deep Reinforcement Learning AAAI 2025 ReFLAIR: Enhancing Multimodal Reasoning via Structured Reflection and Reward-Guided Learning EMNLP 2025 ReflectDiffu: Reflect between Emotion-intent Contagion and Mimicry for Empathetic Response Generation via a RL-Diffusion Framework ACL 2025 Regulatory DNA Sequence Design with Reinforcement Learning ICLR 2025