multimodal understanding

DeRVOS: Decoupling Consistent Trajectory Generation and Multimodal Understanding for Referring Video Object Segmentation CVPR 2026 Diagnosing and Repairing Unsafe Channels in Vision-Language Models via Causal Discovery and Dual-Modal Safety Subspace Projection CVPR 2026 DUET-VLM: Dual stage Unified Efficient Token reduction for VLM Training and Inference CVPR 2026 DuwatBench: Bridging Language and Visual Heritage through an Arabic Calligraphy Benchmark for Multimodal Understanding EACL 2026 Evo-1: Lightweight Vision-Language-Action Model with Preserved Semantic Alignment CVPR 2026 Exposing and Evaluating Hallucinations for GUI Grounding CVPR 2026 HBridge: H-Shape Bridging of Heterogeneous Experts for Unified Multimodal Understanding and Generation CVPR 2026 IF-Bench: Benchmarking and Enhancing MLLMs for Infrared Images with Generative Visual Prompting CVPR 2026 Meta-CoT: Enhancing Granularity and Generalization in Image Editing CVPR 2026 Multimodal RewardBench 2: Evaluating Omni Reward Models for Interleaved Text and Image CVPR 2026 Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing ACL 2026 TimeViper: A Hybrid Mamba-Transformer Vision-Language Model for Efficient Long Video Understanding CVPR 2026 TUNA: Taming Unified Visual Representations for Native Unified Multimodal Models CVPR 2026 UARE: A Unified Vision-Language Model for Image Quality Assessment, Restoration, and Enhancement CVPR 2026 Unified Personalized Understanding, Generating and Editing CVPR 2026 UniM: A Unified Any-to-Any Interleaved Multimodal Benchmark CVPR 2026 UniT: Unified Multimodal Chain-of-Thought Test-time Scaling CVPR 2026 UVU: Improving Multimodal Understanding via Vision-Language Unified Autoregressive Paradigm CVPR 2026 Variation-aware Vision Token Dropping for Faster Large Vision-Language Models CVPR 2026 VideoITG: Multimodal Video Understanding with Instructed Temporal Grounding CVPR 2026 VirtueBench: Evaluating Trustworthiness under Uncertainty in Long Video Understanding CVPR 2026 Activation Steering Decoding: Mitigating Hallucination in Large Vision-Language Models through Bidirectional Hidden State Intervention ACL 2025 Beyond Logit Lens: Contextual Embeddings for Robust Hallucination Detection & Grounding in VLMs NAACL 2025 ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action Model EMNLP 2025 FOCUS: Evaluating Pre-trained Vision-Language Models on Underspecification Reasoning ACL 2025