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Author

Hao Li

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Sep 2026

scCMIA: Mutual Information-Guided Decoupled Learning for Robust Single-Cell Cross-Modal Integration.

Recent advances in single-cell multimodal omics sequencing enable the joint profiling of multiple molecular layers within individual cells. Despite this progress, computational integration remains challenging because cross-modal alignment must be achieved without discarding modality-specific information. This paper int...

Xuanwei Lin, Pengzhen Hu, He-Bing Chen et al. · 0 citations
Book Open access Aug 2026

M²DDI: A Unified Framework for Dynamic Multimodal Fusion in Drug-Drug Interaction Prediction

Empirical evaluation and robustness experiments show that M2DDI maintains high predictive accuracy even when modality-specific information is partially missing, outperforming existing methods under similar conditions and establish M2DDI as an effective and mechanism-aware solution for comprehensive DDI prediction.

Runqing Xu, Siyi Liu, Hao-Yang Li et al. · 0 citations
Book Open access Aug 2026

M²DDI: A Unified Framework for Dynamic Multimodal Fusion in Drug-Drug Interaction Prediction

Empirical evaluation and robustness experiments show that M2DDI maintains high predictive accuracy even when modality-specific information is partially missing, outperforming existing methods under similar conditions and establish M2DDI as an effective and mechanism-aware solution for comprehensive DDI prediction.

Runqing Xu, Siyi Liu, Haoyang Li et al. · 0 citations

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