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Haijian Liang

2 accepted papers

2025

MSAmba: Exploring Multimodal Sentiment Analysis with State Space Models

AAAI 2025technical

Multimodal sentiment analysis, which learns a model to process multiple modalities simultaneously and predict a sentiment value, is an important area of affective computing. Modeling sequential intra-modal information and enhancing cross-modal interactions are crucial to multimodal sentiment analysi…

2024

Circular Decomposition and Cross-Modal Recombination for Multimodal Sentiment Analysis

ICASSP 2024accepted

Multimodal Sentiment Analysis is a burgeoning research area, leveraging various modalities to predict the sentiment score. Nevertheless, previous studies have disregarded the impact of noise interference on specific modal sentiments during video recording, thereby compromising the accuracy of sentim…

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