Vision-Language Models

MathSight: A Benchmark Exploring Have Vision-Language Models Really Seen in University-Level Mathematical Reasoning? ACL 2026 Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding ACL 2026 Measuring Social Bias in Vision-Language Models with Face-Only Counterfactuals from Real Photos ACL 2026 Measuring the Effects of Visual Salience in Human and AI Descriptions with Image Editing CoNLL 2026 Mechanisms of Object Localization in Vision-Language Models CVPR 2026 Mechanisms of Prompt-Induced Hallucination in Vision–Language Models ACL 2026 MedFG-VQA: Low-Frequency Memory and Graph Attention for Lightweight Medical VQA CVPR 2026 MedGRPO: Multi-Task Reinforcement Learning for Heterogeneous Medical Video Understanding CVPR 2026 Medic-AD: Towards Medical Vision-Language Model's Clinical Intelligence CVPR 2026 MedKCO: Medical Vision-Language Pretraining via Knowledge-Driven Cognitive Orchestration CVPR 2026 Memory Matters: Boosting Training-Free Zero-Shot Temporal Action Localization with a Learnable Lookup Table CVPR 2026 Merge3D: Efficient 3D Multimodal LLMs via Joint 2D-3D Token Merging CVPR 2026 META: Meta Evolution of Tool Trajectory Adaptation for Long-Video Understanding CVPR 2026 MindDriver: Introducing Progressive Multimodal Reasoning for Autonomous Driving CVPR 2026 MindPower: Enabling Theory-of-Mind Reasoning in VLM-based Embodied Agents CVPR 2026 Mind the Way You Select Negative Texts: Pursuing the Distance Consistency in OOD Detection with VLMs CVPR 2026 Mining Instance-Centric Vision-Language Contexts for Human-Object Interaction Detection CVPR 2026 MirrorCAPTCHA: Wild CAPTCHA, Wild Distribution, Wild Web-based Platform Meet Multimodal LLM Agents ACL 2026 MirrorQA: Benchmarking Multimodal LLMs on Mirror-Orientation Reasoning ACL 2026 MIRTH: Mutual-Information Reasoning with Temporal Hubs for Vision-Language-Action Agents ACL 2026 Mitigating Action-Relation Hallucinations in LVLMs via Relation-aware Visual Enhancement ACL 2026 Mitigating Hallucinations in Large Vision-Language Models without Performance Degradation ACL 2026 Mitigating Multimodal Hallucinations via Gradient-based Self-Reflection CVPR 2026 Mitigating Objectness Bias and Region-to-Text Misalignment for Open-Vocabulary Panoptic Segmentation CVPR 2026 Mixture-of-Experts based Feature Decoupling for Open Vocabulary Scene Graph Generation CVPR 2026