Vision-Language Models

AVFakeBench: A Comprehensive Audio-Video Forgery Detection Benchmark for AV-LMMs CVPR 2026 AwareVLN: Reasoning with Self-awareness for Vision-Language Navigation CVPR 2026 AXG-Reasoner: Error Detection and Explanation in Long Task Videos with Vision-Language Models CVPR 2026 BabyVLM-V2: Toward Developmentally Grounded Pretraining and Benchmarking of Vision Foundation Models CVPR 2026 b-CLIP: Text-Conditioned Contrastive Learning for Multi-Granular Vision-Language Alignment CVPR 2026 Believing without Seeing: Quality Scores for Contextualizing Vision-Language Model Explanations ACL 2026 Benchmarking Deflection and Hallucination in Large Vision-Language Models ACL 2026 Benchmarking Large Vision-Language Models on CFMME: A Comprehensive Chinese Financial Multimodal Evaluation Dataset ACL 2026 Better, Stronger, Faster: Tackling the Trilemma in MLLM-based Segmentation with Simultaneous Textual Mask Prediction CVPR 2026 Beyond 3D VQAs: Injecting 3D Spatial Priors into Vision-Language Models for Enhanced Geometric Reasoning CVPR 2026 Beyond Caption-Based Queries in Video Moment Retrieval CVPR 2026 Beyond Explicit Language: Plug-and-Play Visual-to-Linguistic Modeling Toward General Object Tracking CVPR 2026 Beyond Global Similarity: Multi-Conditional Retrieval for Fine-Grained Cross-Modal Understanding CVPR 2026 Beyond Graph Model: Reliable VLM Fine-Tuning via Random Graph Adapter CVPR 2026 Beyond Perceptual Shortcuts: Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning in Lightweight MLLMs CVPR 2026 Beyond Ranking: Fine-Grained Diagnostics and Self-Improvement for MLLMs ACL 2026 Beyond Sequential Tools: A Unified VLM Agent System for Photographic Post-Processing via Dynamic Multi-Expert Fusion CVPR 2026 Beyond Single Images: A Comprehensive Benchmark for Album-Level Vision-Language Understanding CVPR 2026 Beyond Single-View Sufficiency: CVBench for Cross-View Human Understanding CVPR 2026 Beyond Surface Features: Advancing Medical Vision-Language Alignment via Dynamic Evidence-Guided Preference Optimization ACL 2026 Beyond the Global Scores: Fine-Grained Token Grounding as a Robust Detector of LVLM Hallucinations CVPR 2026 Beyond the Panorama: Training-Free Hierarchical Perception-Reasoning for Fine-Grained Vision in MLLMs ACL 2026 Bias Is a Subspace, Not a Coordinate: A Geometric Rethinking of Post-hoc Debiasing in Vision-Language Models CVPR 2026 Bidirectional Multimodal Prompt Learning with Scale-Aware Training for Few-Shot Multi-Class Anomaly Detection CVPR 2026 BiomedCCPL: Causal Conditional Prompt Learning for Biomedical Vision-Language Models CVPR 2026