Author

Jun Pang

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Aug 2026

CMAF-DDI: A Knowledge-Enhanced Cross-Modal Fusion Method Leveraging Protein Representation for Multi-Class Drug-Drug Interactions.

Experimental results show that CMAF-DDI improves multi-class DDI prediction compared with representative graph-based and multi-source fusion baselines and ablation, hyperparameter sensitivity, controlled protein perturbation, representation, and case-level analyses to examine the contribution and behavior of protein-en...

Heng-Peng Zhao, Xiaoli Lin, Jun Pang et al. · IEEE journal of biomedical a... · 1 citation

Jul 2026

HSAF-DDI: Heterogeneous Semantic-Aware Drug-Drug Interaction Prediction with Hierarchical Adaptive Fusion.

Experiments demonstrate that HSAF-DDI achieves superior overall performance compared to state-of-the-art methods, indicating the critical role of fine-grained biological features in improving the DDI prediction performance.

Xiaoli Lin, Si-Yuan Zhang, Bo Li et al. · Journal of Chemical Informat... · 0 citations