作者位次 #3/9ACL 2026Findings· Findings of ACL
Uncertainty-Calibrated Elastic Alignment for Multimodal Sentiment Analysis with Missing Modalities
Kang He · Yuzhe Ding · Rao Fu · Yukang Feng · Kaipeng Zhang · Yiming Liu · Fei Li · Chong Teng · Donghong Ji
摘要
Multimodal sentiment analysis (MSA) in real-world scenarios is often challenged by dynamically missing modalities. Existing methods predominantly rely on deterministic imputation and rigid alignment, which compels the model to overfit noise in ambiguous regions while neglecting the decision shift...