Multimodal fused deep learning for drug property prediction: Integrating chemical language and molecular graph

Multimodal fused deep learning for drug property prediction: Integrating chemical language and molecular graph

Accurately predicting molecular properties is a challenging but essential task in drug discovery. Recently, many mono-modal deep learning methods have been successfully applied to molecular property prediction. However, mono-modal learning is inherently limited as it relies solely on a single modali...

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Bibliographic Details
Main Authors: Xiaohua Lu, Liangxu Xie, Lei Xu, Rongzhi Mao, Xiaojun Xu, Shan Chang
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Computational and Structural Biotechnology Journal
Subjects:
Multimodal learning
Deep learning
Drug discovery
Transformer
Graph
Online Access:http://www.sciencedirect.com/science/article/pii/S2001037024001132

Internet

http://www.sciencedirect.com/science/article/pii/S2001037024001132

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