AI RESEARCH
LinMU: Multimodal Understanding Made Linear
arXiv CS.LG
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ArXi:2601.01322v2 Announce Type: replace-cross Modern Vision-Language Models (VLMs) achieve impressive performance but are limited by the quadratic complexity of self-attention, which prevents their deployment on edge devices and makes their understanding of high-resolution images and long-context videos prohibitively expensive. To address this challenge, we