Embracing Unimodal Aleatoric Uncertainty for Multimodal Emotion Recognition in Conversations
In conversational emotion recognition, every utterance is assigned an affective label using the textual, acoustic, and visual streams that accompany speech; however, each single-modality representation is typically contaminated by noise and ambiguous semantics, which harms cross-modal interaction and weakens fusion. We...