Xian-Gui Kang

Reliability-aware Cross-sample Enhancement for Robust Multimodal Sentiment Analysis

This work introduces an adaptive variational information bottleneck to model modality-wise uncertainty and perform quality-aware information compression, thereby suppressing redundant noise in unreliable modalities and designs a reliability-aware cross-sample enhancement strategy that retrieves high-confidence, semanti...