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TCDI-Net: Early Fake News Detection Network via Topical Context Enhancement and Cross-Modal Deep Interaction

delete2026-05-01
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PRE
AI
A
Anhao Shu
L
Li Liang
M
Min Wang
Y
Yijie He
Y
Yue Wu *
DOI：10.1016/j.patrec.2026.04.036delete
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Abstract

Abstract

En 中文
• Propose a multimodal rumor detection framework based on topical context enhancement. • Build a cross-modal deep exchange network to enable cross-modal semantic consistency analysis. • Introduce a contrastive learning constraint to strengthen deep logical consistency verification.
Keywords:
rumor detection
multimodal learning
cross-modal interaction
contrastive learning
topical context enhancement

Journal

Pattern Recognition Letters cover
Pattern Recognition Letters
IF:
3.3
Papers:
7.8K
Citations:
1.6W

Organization

X
xihua university
Scholars:
1.8K
Papers: 620
Citations: 0
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