Methods

Obstruction Reasoning for Robotic Grasping CVPR 2026 Offline Fictitious Self-Play for Competitive Games AAAI 2026 Offline Meta-Reinforcement Learning with Flow-Based Task Inference and Adaptive Correction of Feature Overgeneralization AAAI 2026 Offline Multi-Objective Bandits: From Logged Data to Pareto-Optimal Policies AAAI 2026 Offline Reinforcement Learning for Rotation Profile Control in Tokamaks L4DC 2026 OffRIPP: Offline RL-based Informative Path Planning L4DC 2026 OneFont: A Unified Agent for End-to-End Font Creation AAAI 2026 One-Step Generative Policies with Q-Learning: A Reformulation of MeanFlow AAAI 2026 On the Exponential Convergence for Offline RLHF with Pairwise Comparisons AAAI 2026 On-the-Fly VLA Adaptation via Test-Time Reinforcement Learning ACL 2026 On the Hidden Objective Biases of Group-based Reinforcement Learning ACL 2026 Opening the Sim-to-Real Door for Humanoid Pixel-to-Action Policy Transfer CVPR 2026 OralGPT-Plus: Learning to Use Visual Tools via Reinforcement Learning for Panoramic X-ray Analysis CVPR 2026 Out-of-Distribution Generalization with a SPARC: Racing 100 Unseen Vehicles with a Single Policy AAAI 2026 PaCo-RL: Advancing Reinforcement Learning for Consistent Image Generation with Pairwise Reward Modeling CVPR 2026 PanoEnv: Exploring 3D Spatial Intelligence in Panoramic Environments with Reinforcement Learning CVPR 2026 Partial Action Replacement: Tackling Distribution Shift in Offline MARL AAAI 2026 Perceiving the Knowledge Boundary: Uncertainty-Guided Exploration and Imagination for World Models AAAI 2026 Planning in 8 Tokens: A Compact Discrete Tokenizer for Latent World Model CVPR 2026 Planning in Branch-and-Bound: Model-Based Reinforcement Learning for Exact Combinatorial Optimization AAAI 2026 Policy-Based Trajectory Clustering in Offline Reinforcement Learning UAI 2026 Policy Newton Methods for Distortion Riskmetrics AAAI 2026 Policy Zooming: Adaptive Discretization-based Infinite-Horizon Average-Reward Reinforcement Learning AAAI 2026 Potent but Stealthy: Rethink Profile Pollution Against Sequential Recommendation via Bi-Level Constrained Reinforcement Paradigm AAAI 2026 PQDA:Policy-Aligned Q-Consistency Meets Decoupled Augmentation for Generalizable Visual RL AAAI 2026