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2025

Plug-and-play Feature Causality Decomposition for Multimodal Representation Learning

This work proposes a plug-and-play feature causality decomposition method for multimodal representation learning from causality perspective, which can be integrated into existing models with no affects on the original model structures.

Ye Liu, Zihan Ji, Hongmin Cai · 3 citations
Aug 2026

Deep Semi-Supervised Learning via Tensor Label Propagation for High-Dimension-Low-Sample-Size Data.

Semi-supervised learning (SSL) aims to effectively utilize a small amount of labeled data together with a large volume of unlabeled data to improve learning performance. Among various SSL strategies, label propagation has been widely adopted due to its ability to diffuse label information across data points via graph s...

Hongmin Cai, Jiali Sun, Fei Qi et al. · 0 citations

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