Deep RL

Optimal Viewpoint Selection for Autonomous Photography Using Reinforcement Learning AAAI 2025 Optimize Battery Control: A Multi-Objective Evolutionary Ensemble Reinforcement Learning Approach IJCAI 2025 Optimizing Decomposition for Optimal Claim Verification ACL 2025 Optimizing Gene-Based Testing for Antibiotic Resistance Prediction AAAI 2025 Optimizing Heat Alert Issuance with Reinforcement Learning AAAI 2025 Optimizing Return Distributions with Distributional Dynamic Programming JMLR 2025 Optimizing RLHF Training for Large Language Models with Stage Fusion NSDI 2025 Optimizing the Battery-Swapping Problem in Urban E-Bike Systems with Reinforcement Learning IJCAI 2025 OptionZero: Planning with Learned Options ICLR 2025 Order-Optimal Global Convergence for Actor-Critic with General Policy and Neural Critic Parametrization UAI 2025 OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis ACL 2025 Overcoming Slow Decision Frequencies in Continuous Control: Model-Based Sequence Reinforcement Learning for Model-Free Control ICLR 2025 Pareto Set Learning for Multi-Objective Reinforcement Learning AAAI 2025 Partial Identifiability in Inverse Reinforcement Learning for Agents with Non-Exponential Discounting AAAI 2025 Partially Observable Reference Policy Programming IJCAI 2025 Patient-Specific Deep Reinforcement Learning for Automatic Replanning in Head-and-Neck Cancer Proton Therapy MLHC 2025 PEAR: Primitive Enabled Adaptive Relabeling for Boosting Hierarchical Reinforcement Learning ICLR 2025 PIN-WM: Learning Physics-INformed World Models for Non-Prehensile Manipulation RSS 2025 Plug-and-Play PPO: An Adaptive Point Prompt Optimizer Making SAM Greater CVPR 2025 POI Recommendation via Multi-Objective Adversarial Imitation Learning AAAI 2025 Policy Decorator: Model-Agnostic Online Refinement for Large Policy Model ICLR 2025 PolyNet: Learning Diverse Solution Strategies for Neural Combinatorial Optimization ICLR 2025 Position: Lifetime tuning is incompatible with continual reinforcement learning ICML 2025 Practicable Black-Box Evasion Attacks on Link Prediction in Dynamic Graphs—a Graph Sequential Embedding Method AAAI 2025 PRED: Performance-oriented Random Early Detection for Consistently Stable Performance in Datacenters NSDI 2025