reinforcement learning

OddGridBench: Exposing the Lack of Fine-Grained Visual Discrepancy Sensitivity in Multimodal Large Language Models CVPR 2026 Offline Preference Optimization via Maximum Marginal Likelihood Estimation EACL 2026 OmniGen2: Towards Instruction-Aligned Multimodal Generation CVPR 2026 OmniOData: Unleashing Small Language Models for OData Query Generation with Synthetic Data and Reinforcement Learning ACL 2026 OmniPT: Unleashing the Potential of Large Vision Language Models for Pedestrian Tracking and Understanding AAAI 2026 OmniVTG: A Large-Scale Dataset and Training Paradigm for Open-World Video Temporal Grounding CVPR 2026 OneFont: A Unified Agent for End-to-End Font Creation AAAI 2026 One Refiner to Unlock Them All: Inference-Time Reasoning Elicitation via Reinforcement Query Refinement ACL 2026 OneThinker: All-in-one Reasoning Model for Image and Video CVPR 2026 Online Difficulty Filtering for Reasoning Oriented Reinforcement Learning EACL 2026 OpenMMReasoner: Pushing the Frontiers in Multimodal Reasoning with an Open and General Recipe CVPR 2026 OPERA: A Reinforcement Learning--Enhanced Orchestrated Planner-Executor Architecture for Reasoning-Oriented Multi-Hop Retrieval AAAI 2026 Optimal Variance-Dependent Regret Bounds for Infinite-Horizon MDPs COLT 2026 Optimizing RAG Rerankers with LLM Feedback via Reinforcement Learning ACL 2026 OralGPT-Plus: Learning to Use Visual Tools via Reinforcement Learning for Panoramic X-ray Analysis CVPR 2026 OraPO: Oracle-educated Reinforcement Learning for Data-efficient and Factual Radiology Report Generation CVPR 2026 Orion: Steering Personalized Web Agents via Global-Micro Profiling and Adaptive Intent Tracking AAAI 2026 OR-R1: Automating Modeling and Solving of Operations Research Optimization Problem via Test-Time Reinforcement Learning AAAI 2026 ORVIT: Near-Optimal Online Distributionally Robust Reinforcement Learning AAAI 2026 OseiBrefo-Liang at SemEval-2026 Task 12: Hybrid Causal Knowledge Graphs and Neural-Symbolic Policy Optimisation for Abductive Event Reasoning SemEval 2026 Outcome-Grounded Advantage Reshaping for Fine-Grained Credit Assignment in Mathematical Reasoning ACL 2026 P2S: Probabilistic Process Supervision for General-Domain Reasoning Question Answering AAAI 2026 PaCo-RL: Advancing Reinforcement Learning for Consistent Image Generation with Pairwise Reward Modeling CVPR 2026 PA-FAS: Towards Interpretable and Generalizable Multimodal Face Anti-Spoofing via Path-Augmented Reinforcement Learning AAAI 2026 PanoEnv: Exploring 3D Spatial Intelligence in Panoramic Environments with Reinforcement Learning CVPR 2026