Methods

DiffOP: Reinforcement Learning of Optimization-Based Control Policies via Implicit Policy Gradients AAAI 2026 DIMM: Decoupled Multi-hierarchy Kalman Filter via Reinforcement Learning AAAI 2026 Disentangling to Re-couple: Resolving the Similarity-Controllability Paradox in Subject-Driven Text-to-Image Generation CVPR 2026 Distributionally Robust Online Markov Game with Linear Function Approximation AAAI 2026 Do It for HER: First-Order Temporal Logic Reward Specification in Reinforcement Learning AAAI 2026 DORA: A Dual-Objective Reinforcement Learning Framework for Effective and Efficient Multimodal Agentic Search ACL 2026 DreamSAC: Learning Hamiltonian World Models via Symmetry Exploration CVPR 2026 DRL-ORA: Distributional Reinforcement Learning with Online Epistemic Risk Adaptation UAI 2026 DRMD: Deep Reinforcement Learning for Malware Detection Under Concept Drift AAAI 2026 Dr. Seg: Revisiting GRPO Training for Visual Large Language Models through Perception-Oriented Design CVPR 2026 DSAP: Enhancing Generalization in Goal-Conditioned Reinforcement Learning AAAI 2026 d-TreeRPO: Towards More Reliable Policy Optimization for Diffusion Language Models ACL 2026 DynaRL: Flexible and Dynamic Scheduling of Large-Scale Reinforcement Learning Training OSDI 2026 DyPNIPP: Predicting Environment Dynamics for RL-based Robust Informative Path Planning L4DC 2026 EA: Managing Green Data Centers Using Deep Reinforcement Learning Without Discounting AAAI 2026 Efficient Multiagent Planning via Shared Action Suggestions AAAI 2026 Efficient Q-Learning and Actor–Critic Methods for Robust Average-Reward Reinforcement Learning. UAI 2026 Emergent Fast-Slow Dynamics in Multi-Agent Q-Learning for Networked Stochastic Games AAAI 2026 End-Effector Cartesian Velocity Control for Redundant Loader Cranes Using Reinforcement Learning (Abstract Reprint) AAAI 2026 Enhancing Diffusion Policies with Distribution-Matching Generator in Offline Reinforcement Learning AAAI 2026 Enhancing Inverse Reinforcement Learning through Encoding Dynamic Information in Reward Shaping L4DC 2026 Enhancing Robustness of Offline Reinforcement Learning Under Data Corruption via Sharpness-Aware Minimization (Student Abstract) AAAI 2026 ESCA: An Emotional Support Conversation Agent for Enhancing Reasonable Strategy Planning and Effective Expression AAAI 2026 EvoID: Reinforced Evolution for Identity-Preserving Video Generation CVPR 2026 Expand and Prune: Maximizing Trajectory Diversity for Effective GRPO in Generative Models CVPR 2026