Papers by Daming Liu
MPID: A Modality-Preserving and Interaction-Driven Fusion Network for Multimodal Sentiment Analysis (2025.coling-main)
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| Challenge: | Current methods for multimodal sensing analysis overlook nuanced differences and similarities across modalities, leading to potential biases. |
| Approach: | They propose a Modal-Preserving and Interaction-Driven Fusion Network to address these challenges by integrating text with audio and a separate Adaptive Graded Fusion Module for text and visual data. |
| Outcome: | The proposed model achieves state-of-the-art on CMU-MOSI, CMU -MOSEI, and CH-SIMS datasets. |