Reinforcement Learning

SEBA: Sample-Efficient Black-Box Attacks on Visual Reinforcement Learning CVPR 2026 Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement CVPR 2026 Selective Test-Time Debiasing for CLIP via Reward Gating ACL 2026 Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning CVPR 2026 Self-Critical Distillation Network for Video-based Commonsense Captioning CVPR 2026 SenseSearch: Empowering Vision-Language Models with High-Resolution Agentic Search-Reasoning via Reinforcement Learning CVPR 2026 ShopSimulator: Evaluating and Exploring RL-Driven LLM Agent for Shopping Assistants ACL 2026 SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More CVPR 2026 Small Agents, Big Gains: Journey-Aware and Critic-Guided Simulation for Long-Horizon Shopping Dialogues ACL 2026 SOAR: Supervision from Observation for Agentic Reinforcement Learning ACL 2026 SocialNav: Training Human-Inspired Foundation Model for Socially-Aware Embodied Navigation CVPR 2026 SpaceTools: Tool-Augmented Spatial Reasoning via Double Interactive RL CVPR 2026 SPARK: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning ACL 2026 Sparse-RL: Breaking the Memory Wall in LLM Reinforcement Learning via Stable Sparse Rollouts ACL 2026 Spatial-SSRL: Enhancing Spatial Understanding via Self-Supervised Reinforcement Learning CVPR 2026 Specificity-aware reinforcement learning for fine-grained open-world classification CVPR 2026 Spec-o3: A Tool-Augmented Vision-Language Agent for Rare Celestial Object Candidate Vetting via Automated Spectral Inspection ACL 2026 SQL-Trail: Multi-Turn Reinforcement Learning with Interleaved Feedback for Text-to-SQL ACL 2026 SRPO: Self-Referential Policy Optimization for Vision-Language-Action Models CVPR 2026 SSR-A: Spatial- and Semantic-Aware Instructions and Curriculum Reinforcement for Advertisement Compliant Rectification ACL 2026 Stable and Efficient Single-Rollout RL for Multimodal Reasoning CVPR 2026 STAPO: Selective Trajectory-Aware Policy Optimization for LLM Agent Training ACL 2026 STAR-R1: Multi-View Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs CVPR 2026 Stationary Robust Mean-Field Games under Model Mismatches UAI 2026 SteinGate: Tail-Sensitive Safe Reinforcement Learning via Stein Discrepancy UAI 2026