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Author

Yongqi Zhang

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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
Book Open access Aug 2026

Don't Just Encode But See: A Data-Centric Paradigm for Visual Molecular Understanding in Large Language Models

MolGlass is proposed, a data-centric paradigm for visual molecular understanding in vision-language models (VLMs) that injects chemical priors directly into the visual input through chemical-aware visual augmentations, without modifying model architectures or training molecule-specific encoders.

Runqing Xu, Xiaotang Wang, Chunfeng Gao et al. · 0 citations