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Enhancing generalization with multi-modal relations

delete2025-08-06
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PRE
AI
M
Mengxuan Wang
X
Xingchen Shen
J
Jingyao Wang
L
Lingyu Si *
蒋宏杰 cover
蒋宏杰 (Hongjie Jiang) *
DOI:10.1016/j.inffus.2025.103585delete
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Abstract

Abstract

En 中文
• Unified representation omits the specific modality information. • Various modalities data share certain level similarity. • Modal relations re-weight multimodal specific predictive heads can facilitate generalization. • Detailed theoretical analysis and rigorous proof can support our method.
Keywords:
Unified representation
Multimodal data
Modal relations
Predictive heads
Generalization

Journal

Information Fusion cover
Information Fusion
IF:
15.5
Papers:
4.1K
Citations:
2.7W

Organization

U
University of Chinese Academy of Sciences
Scholars:
6.4K
Papers: 2.6K
Citations: 24.6W
S
south china university of technology
Scholars:
6.8W
Papers: 5.1W
Citations: 85