Vision-Language Models

VES-RFT: Rewarding Visual Evidence Sensitivity to Mitigate Hallucinations in Large Vision-Language Models CVPR 2026 VGent: Visual Grounding via Modular Design for Disentangling Reasoning and Prediction CVPR 2026 VGGDrive: Empowering Vision-Language Models with Cross-View Geometric Grounding for Autonomous Driving CVPR 2026 VIB-Probe: Detecting and Mitigating Hallucinations in Vision-Language Models via Variational Information Bottleneck ACL 2026 Video-as-Answer: Predict and Generate Next Video Event with Joint-GRPO CVPR 2026 VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice CVPR 2026 VideoITG: Multimodal Video Understanding with Instructed Temporal Grounding CVPR 2026 VideoNet: A Large-Scale Dataset for Domain-Specific Action Recognition CVPR 2026 Video Panels for Long Video Understanding CVPR 2026 VideoSeek: Long-Horizon Video Agent with Tool-Guided Seeking CVPR 2026 VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG ACL 2026 VidPrism: Heterogeneous Mixture of Experts for Image-to-Video Transfer CVPR 2026 VIGNETTE: Socially Grounded Bias Evaluation for Vision-Language Models ACL 2026 ViHOI: Human-Object Interaction Synthesis with Visual Priors CVPR 2026 ViKey: Enhancing Temporal Understanding in Videos via Visual Prompting CVPR 2026 ViRC: Enhancing Visual Interleaved Mathematical CoT with Reason Chunking CVPR 2026 VIRO: Robust and Efficient Neuro-Symbolic Reasoning with Verification for Referring Expression Comprehension CVPR 2026 VIRST: Video-Instructed Reasoning Assistant for SpatioTemporal Segmentation CVPR 2026 VisionDirector: Vision-Language Guided Closed-Loop Refinement for Generative Image Synthesis CVPR 2026 Vision-Language Attribute Disentanglement and Reinforcement for Lifelong Person Re-Identification CVPR 2026 Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering ACL 2026 Vision-Language Model Guided Source-Free Domain Adaptation via Optimal Transport CVPR 2026 VISion On Request: Enhanced VLLM efficiency with sparse, dynamically selected, vision-language interactions CVPR 2026 VisMem: Latent Vision Memory Unlocks Potential of Vision-Language Models CVPR 2026 VisPCO: Visual Token Pruning Configuration Optimization via Budget-Aware Pareto-Frontier Learning for Vision-Language Models ACL 2026