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Author

Ye Liu

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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.

This work proposes a novel deep SSL framework that enhances label propagation using tensor-based similarity, enabling the modeling of high-order relationships among multiple samples, and significantly enhances the prediction performance from limited labeled data in the HDLSS setting.

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

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