Methods

Turn-PPO: Turn-Level Advantage Estimation with PPO for Improved Multi-Turn RL in Agentic LLMs EACL 2026 Universal Compressed Image Restoration via Codec-Aware Conditioning with Reinforcement Learning AAAI 2026 Unlocking Token Rewards via Training-Free Reward Attribution CVPR 2026 UNO! UNified Offline Training Paradigm for Learning Path Recommendation AAAI 2026 Variance Reduction via Resampling and Experience Replay AAAI 2026 Variational OOD State Correction for Offline Reinforcement Learning AAAI 2026 VAR RL Done Right: Tackling Asynchronous Policy Conflicts in Visual Autoregressive Generation CVPR 2026 VEG: Verbal 𝜖-greedy for Semantic Exploration in Multi-Turn RL Agents ACL 2026 VideoSeg-R1:Reasoning Video Object Segmentation via Reinforcement Learning AAAI 2026 VideoSSR: Video Self-Supervised Reinforcement Learning CVPR 2026 VIL2C: Value-of-Information Aware Low-Latency Communication for Multi-Agent Reinforcement Learning AAAI 2026 VIRAL: Visual Sim-to-Real at Scale for Humanoid Loco-Manipulation CVPR 2026 V-Pruner: A Fast and Globally-informed Token Pruning Framework for Vision Transformer AAAI 2026 VQAThinker: Exploring Generalizable and Explainable Video Quality Assessment via Reinforcement Learning AAAI 2026 Where and What Matters: Sensitivity-Aware Task Vectors for Many-Shot Multimodal In-Context Learning AAAI 2026 WIST: Web-Grounded Iterative Self-Play Tree for Domain-Targeted Reasoning Improvement ACL 2026 WOMBET: World Model-based Experience Transfer for Robust and Sample-efficient Reinforcement Learning L4DC 2026 Workflow Search Reinforcement Learning over Structured Decompositions L4DC 2026 Write Where It Matters: Policy-Guided Watermarks for 3D Gaussian Splatting CVPR 2026 $Door(s)$: Junction State Estimation for Efficient Exploration in Reinforcement Learning CoRL 2025 φ-Update: A Class of Policy Update Methods with Policy Convergence Guarantee ICLR 2025 q-exponential family for policy optimization ICLR 2025 A Case for Validation Buffer in Pessimistic Actor-Critic IJCAI 2025 Accelerating Proximal Policy Optimization Learning Using Task Prediction for Solving Environments with Delayed Rewards L4DC 2025 Accelerating Quantum Reinforcement Learning with a Quantum Natural Policy Gradient Based Approach ICML 2025