Reinforcement Learning

HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment ACL 2026 Heterogeneous Adaptive Policy Optimization: Tailoring Optimization to Every Token’s Nature ACL 2026 HiconAgent: History Context-aware Policy Optimization for GUI Agents CVPR 2026 HiEdit: Lifelong Model Editing with Hierarchical Reinforcement Learning ACL 2026 Hierarchical Process Reward Models are Symbolic Vision Learners CVPR 2026 Hierarchical Reinforcement Learning with Augmented Step-Level Transitions for LLM Agents ACL 2026 HSI-GPT2: A Dual-Granularity Large Motion Reasoning Model with Diffusion Refinement for Human-Scene Interaction CVPR 2026 I²B-LPO: Latent Policy Optimization via Iterative Information Bottleneck ACL 2026 Improving Vision-language Models with Perception-centric Process Reward Models CVPR 2026 Incentivizing Versatile Video Reasoning in MLLMs via Data-Efficient Reinforcement Learning CVPR 2026 InfinityHuman: Towards Long-Term Audio-Driven Human Animation CVPR 2026 Influence-based Online Experience Selection for Effective RLHF ACL 2026 InquireMobile: Teaching VLM-based Mobile Agent to Request Human Assistance via Reinforcement Fine-Tuning ACL 2026 Inside Out: Evolving User-Centric Core Memory Trees for Long-Term Personalized Dialogue Systems ACL 2026 Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following ACL 2026 IPR-1: Interactive Physical Reasoner CVPR 2026 JarvisEvo: Towards a Self-Evolving Photo Editing Agent with Synergistic Editor-Evaluator Optimization CVPR 2026 Joint MDPs and Reinforcement Learning in Coupled-Dynamics Environments UAI 2026 JoPPO: Hierarchical Photography Assessment via Contrastive Joint Conditional Probabilistic Reinforcement Learning CVPR 2026 KARL: Reinforcement Learning for LLM Agents on Multi-Turn Knowledge-Intensive Agentic Tasks ACL 2026 Knowledge-to-Verification: Exploring RLVR for LLMs in Knowledge-Intensive Domains ACL 2026 LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance ACL 2026 Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement ACL 2026 Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory ACL 2026 Learning to Assist: Physics-Grounded Human-Human Control via Multi-Agent Reinforcement Learning CVPR 2026