Asymmetric simulation-enhanced flow reconstruction for incomplete multimodal learning

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Jiacheng Yao, Jing Zhang, Yixiao Wang, Li Zhuo

Published: 2026, Last Modified: 06 Nov 2025Pattern Recognit. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•An ASE-FR pipeline is established for robust incomplete multimodal learning.•Distribution-consistent flow reconstruction module aligns distribution of features.•Asymmetric simulation makes the model adapt to asymmetric multimodal information.•Modal-shared knowledge distillation module enhances cross-modal knowledge sharing.