Suresh Lakhani

ConsMSA: Semantic Distribution Consistency Learning for Multimodal Sentiment Analysis

Multimodal sentiment analysis (MSA) aims to predict human sentiments by integrating signals from different modalities such as text, video, and audio. However, raw multimodal sequences often suffer from semantic inconsistencies--exhibiting redundancy or conflicts within and across modalities--which h…