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Wei Liu

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Sep 2026

Dual-path fusion network for multimodal sentiment analysis under uncertain missing modalities

A Variational Autoencoder-Based Multi-Granularity Missing-Aware Dual-Path Fusion Network (VMMD) with contrastive learning-driven Cross-Path Semantic Consistency Constraint (CSCC), which mitigates semantic representation inconsistency caused by granularity heterogeneity between supplementary information and proxy featur...

Jia-Xu Li, Wei Liu · 0 citations

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