Vision-Language Models

MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation ACL 2025 MoLE:Decoding by Mixture of Layer Experts Alleviates Hallucination in Large Vision-Language Models AAAI 2025 Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models CVPR 2025 MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models CVPR 2025 Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level CVPR 2025 MP-GUI: Modality Perception with MLLMs for GUI Understanding CVPR 2025 Multilingual Pretraining for Pixel Language Models EMNLP 2025 Multimodal Autoregressive Pre-training of Large Vision Encoders CVPR 2025 Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities ACL 2025 Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation CVPR 2025 Multi-View Empowered Structural Graph Wordification for Language Models AAAI 2025 NLPrompt: Noise-Label Prompt Learning for Vision-Language Models CVPR 2025 Notes-guided MLLM Reasoning: Enhancing MLLM with Knowledge and Visual Notes for Visual Question Answering CVPR 2025 Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models CVPR 2025 Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection CVPR 2025 Object-Centric Prompt-Driven Vision-Language-Action Model for Robotic Manipulation CVPR 2025 On the Zero-shot Adversarial Robustness of Vision-Language Models: A Truly Zero-shot and Training-free Approach CVPR 2025 Open Ad-hoc Categorization with Contextualized Feature Learning CVPR 2025 OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation CVPR 2025 OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding? CVPR 2025 PARC: A Quantitative Framework Uncovering the Symmetries within Vision Language Models CVPR 2025 PatentLMM: Large Multimodal Model for Generating Descriptions for Patent Figures AAAI 2025 PAVE: Patching and Adapting Video Large Language Models CVPR 2025 Performance Gap in Entity Knowledge Extraction Across Modalities in Vision Language Models ACL 2025 PhishAgent: A Robust Multimodal Agent for Phishing Webpage Detection AAAI 2025