2 papers
cs.CV2026
Modality Disentangled Learning for Incomplete Multimodal Emotion Recognition: A Primitive Memory Distillation Perspective
Jiaqi Zhang, Zheng Pang, Mengting Li +9
Multimodal Emotion Recognition (MER) systems often suffer from missing modalities in real-world scenarios. Existing methods usually generate, align, or distill missing modalities a…
cs.MM2026
Dynamic Interaction-Aware and Causality-Disentangled Framework for Multimodal Sentiment Analysis
Guangyuan Dong, Ziwei Hong, Shenghao Liu +9
Although Multimodal Sentiment Analysis (MSA) effectively leverages rich information from language, visual, and acoustic modalities, existing methods still face two core challenges:…