multimodal understanding

From Pixels to Tokens: Byte-Pair Encoding on Quantized Visual Modalities ICLR 2025 ILLUME: Illuminating Your LLMs to See, Draw, and Self-Enhance ICCV 2025 Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation CVPR 2025 JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation CVPR 2025 Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression EMNLP 2025 MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark ACL 2025 Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models NAACL 2025 MUSE-VL: Modeling Unified VLM through Semantic Discrete Encoding ICCV 2025 PreGenie: An Agentic Framework for High-quality Visual Presentation Generation EMNLP 2025 PunMemeCN: A Benchmark to Explore Vision-Language Models’ Understanding of Chinese Pun Memes EMNLP 2025 UnifiedVisual: A Framework for Constructing Unified Vision-Language Datasets EMNLP 2025 UniRAG: Universal Retrieval Augmentation for Large Vision Language Models NAACL 2025 VGGSounder: Audio-Visual Evaluations for Foundation Models ICCV 2025 WeGen: A Unified Model for Interactive Multimodal Generation as We Chat CVPR 2025 X2I: Seamless Integration of Multimodal Understanding into Diffusion Transformer via Attention Distillation ICCV 2025 Can visual language models resolve textual ambiguity with visual cues? Let visual puns tell you! EMNLP 2024 DreamLLM: Synergistic Multimodal Comprehension and Creation ICLR 2024 II-Bench: An Image Implication Understanding Benchmark for Multimodal Large Language Models NeurIPS 2024 InfiMM: Advancing Multimodal Understanding with an Open-Sourced Visual Language Model ACL 2024 Learning 1D Causal Visual Representation with De-focus Attention Networks NeurIPS 2024 Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding CVPR 2024 MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI CVPR 2024 Vision-Language Foundation Models as Effective Robot Imitators ICLR 2024 WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models ACL 2024 Can Language Models Laugh at YouTube Short-form Videos? EMNLP 2023