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Reactive machine learning potential for accelerating transition state search in organic synthesis

Crossref DOI link: https://doi.org/10.1038/s41467-026-72945-0

Published Online: 2026-05-08

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Ren, Kaipai

Tang, Kun https://orcid.org/0009-0001-5735-9343
Zhao, Yujing

Zhang, Lei https://orcid.org/0000-0002-7519-2858
Du, Jian

Meng, Qingwei https://orcid.org/0000-0002-1743-2518
Liu, Qilei https://orcid.org/0000-0002-3879-1827
License Information

Text and Data Mining valid from 2026-05-08

Accepted Manuscript valid from 2026-05-08
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Article History

Received: 31 August 2025

Accepted: 20 April 2026

First Online: 8 May 2026

Competing interests

: The authors declare no competing interests.