Reinforcement Learning

FM-Steer: Enhance Generalist Policies with Value-Guided Cascaded Denoising CVPR 2026 FoAM: Foresight-Augmented Multi-Task Imitation Policy for Robotic Manipulation AAAI 2026 From Exploration to Exploitation: A Two-Stage Entropy RLVR Approach for Noise-Tolerant MLLM Training CVPR 2026 From log 𝜋 to 𝜋: Taming Divergence in Soft Clipping via Bilateral Decoupled Decay of Probability Gradient Weight ACL 2026 General Process Reward Modeling for Robotic Reinforcement Learning CVPR 2026 GeoWorld: Geometric World Models CVPR 2026 GINO-Q: Learning an Asymptotically Optimal Index Policy for Restless Multi-armed Bandits AAAI 2026 Global Convergence of Average Reward Constrained MDPs with Neural Critic and General Policy Parameterization UAI 2026 Goal-Driven Reward by Video Diffusion Models for Reinforcement Learning CVPR 2026 Gradient-Protected Value Decomposition for Cooperative Multi-Agent Reinforcement Learning AAAI 2026 GraphRAG-Induced Dual Knowledge Structure Graphs for Personalized Learning Path Recommendation AAAI 2026 GRDC: A Unified Graph-Driven Framework for Role Discovery and Communication in Multi-Agent Reinforcement Learning AAAI 2026 GRIP: Latent Field-Guided Graph Policy for Budget-Constrained Multi-Agent Routing AAAI 2026 G-UBS: Towards Robust Understanding of Implicit Feedback via Group-Aware User Behavior Simulation AAAI 2026 GUI0: Self-Evolving Foundational GUI Agents in Super App Ecosystems ACL 2026 GUI-G²: Gaussian Reward Modeling for GUI Grounding AAAI 2026 GUI-SAGE: Enhancing GUI Automation with Self-Explanatory Learning CVPR 2026 Harmonizing Dense and Sparse Signals in Multi-turn RL: Dual-Horizon Credit Assignment for Industrial Sales Agents ACL 2026 Harnessing Data from Clustered LQR Systems: Personalized and Collaborative Policy Optimization L4DC 2026 HCPO: Hierarchical Conductor-Based Policy Optimization in Multi-Agent Reinforcement Learning AAAI 2026 Hestia: Voxel-Face-Aware Hierarchical Next-Best-View Acquisition for Efficient 3D Reconstruction WACV 2026 Hexaïssa: Standing on Giants’ Shoulders—Routing the Best Chess Engines with Mixture-of-Experts and Latent Reward Learning AAAI 2026 HHC: Hierarchical Hypergraph Communication for Multi-Agent Systems UAI 2026 Hierarchical Policy Optimization for Simultaneous Translation of Unbounded Speech ACL 2026 Hierarchical Reinforcement Learning with Topology-Aware Exploration Framework for Multi-path Commodity Flow Problem AAAI 2026