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Chinese Academy of Sciences (ICT/CAS, University of Chinese Academy of Sciences
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MLLMs struggle with fine-grained visual details not because of the input, but because of an intrinsic "Visual Attenuation" problem that can be solved with a CVAE-based information flow manipulation.