Nature Communications

High-quality pure shift NMR spectra by deep learning using multi-spectral input and joint loss functions

• Weigang Cai
• Yiyang Li
• Xiaoxu Zheng
• Zhengxian Yang
• Ralph W. Adams
• Zhong Chen
• Mathias Nilsson
• Maili Liu
• Gareth A. Morris
• Yanqin Lin

2026-08-03

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DOI https://doi.org/10.1038/s41467-026-76276-y