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...