• Subjects Computer science Machine learning Protein design TheOriginal Articlewas published on 16 June 2025 Correction to:Nature Machine Intelligencehttps://doi.org/10.1038/s42256-025-01042-6, published online 16 June 2025. • In the version of the article initially published, in the third paragraph of the “Sequence recovery performance” section, the text “Notably, MapDiff is the only model achieving over 50% recovery rate in predicting hydrophobic amino acids…” should have read “Notably, MapDiff is the only model achieving over 50% recovery rate in predicting hydrophilic amino acids…” and has now been corrected in the HTML and PDF versions of the article. • Author information Authors and Affiliations School of Computer Science, University of Sheffield, Sheffield, UKPeizhen Bai, Xianyuan Liu & Haiping Lu School of Computer Science, University of Sheffield, Sheffield, UK Peizhen Bai, Xianyuan Liu & Haiping Lu Biologics Engineering, Oncology R&D, AstraZeneca, Cambridge, UKPeizhen Bai & Rebecca Croasdale-Wood Biologics Engineering, Oncology R&D, AstraZeneca, Cambridge, UK Peizhen Bai & Rebecca Croasdale-Wood Medicinal Chemistry, Research and Early Development, Cardiovascular, Renal and Metabolism, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, SwedenFilip Miljković Medicinal Chemistry, Research and Early Development, Cardiovascular, Renal and Metabolism, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden Filip Miljković Centre for Machine Intelligence, University of Sheffield, Sheffield, UKXianyuan Liu & Haiping Lu Centre for Machine Intelligence, University of Sheffield, Sheffield, UK Xianyuan Liu & Haiping Lu Medicinal Chemistry, Research and Early Development, Respiratory and Immunology, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, SwedenLeonardo De Maria Medicinal Chemistry, Research and Early Development, Respiratory and Immunology, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden Leonardo De Maria School of Biological Sciences, University of Southampt

Article Summaries:

  • A correction has been issued for a Nature Machine Intelligence article on mask‑prior‑guided denoising diffusion for inverse protein folding. The original online version (published 16 June 2025) mistakenly stated that MapDiff was the only model achieving over 50 % recovery of hydrophobic amino acids. The corrected text now reads “hydrophilic amino acids.” The change has been updated in both the HTML and PDF versions of the paper. The correction notice, issued in 2026, confirms the amendment and retains the article’s open‑access license under CC BY 4.0.

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