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Deep learning drives autonomous molecular reactions with single-bond selectivity in tetra-brominated porphyrins on Au(111)

Crossref DOI link: https://doi.org/10.1038/s41467-026-69080-1

Published Online: 2026-02-04

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

Authors

Zhu, Zhiwen https://orcid.org/0000-0002-6282-7463
Huang, Qi https://orcid.org/0009-0001-6351-7301
Yang, Tairan

Jiang, Hao https://orcid.org/0000-0003-2044-0030
Yuan, Shaoxuan

Xiang, Juan

Cai, Liangliang https://orcid.org/0000-0002-3112-815X
Sun, Qiang https://orcid.org/0000-0003-4903-4570
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Text and Data Mining valid from 2026-02-04

Version of Record valid from 2026-03-11
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Article History

Received: 16 September 2025

Accepted: 13 January 2026

First Online: 4 February 2026

Competing interests

: The authors declare no competing interests.