Reinforcement Learning

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 SPIN: distilling Skill-RRT for long-horizon prehensile and non-prehensile manipulation CoRL 2025 3D-Mem: 3D Scene Memory for Embodied Exploration and Reasoning CVPR 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 Accelerating Task Generalisation with Multi-Level Skill Hierarchies ICLR 2025 Accurate and Efficient World Modeling with Masked Latent Transformers ICML 2025 ACECODER: Acing Coder RL via Automated Test-Case Synthesis ACL 2025 Achieving Õ(√T) Regret in Average-Reward POMDPs with Known Observation Models AISTATS 2025 ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025