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Jia-Xue Li

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Sep 2026

A hierarchical multistage semantic fusion framework for multimodal sentiment analysis

Multimodal sentiment analysis aims to improve cross-modal fusion to understand sentiment better. Most existing methods rely on single-stage fusion or local cross-modal interactions, making it difficult to fully capture relationships among modalities, thereby limiting their sentiment representation capabilities and...

Guang-Yu Mu, Jia-Xiu Dai, Yuan-Yuan Yue et al. · 0 citations
Open access Aug 2026

A Multimodal Fake News Detection Model Based on Adaptive Binary Osprey Optimization Algorithm and Cross-Modal Disentangled Fusion

An Adaptive Binary Osprey Optimization Algorithm and Cross-modal Disentangled Fusion model (ABOOA-CDF) is proposed that effectively improves detection performance and effectiveness in feature optimization, cross-modal relation modeling, and semantic fusion.

Xu-Ran Dai, Guo-Zan Lu, Jia-Xue Li · 0 citations

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