Publisher's Note: "Deep network fault diagnosis for imbalanced small-sized samples via a coupled adversarial autoencoder based on the Bayesian method" [Rev. Sci. Instrum. 95, 055104 (2024)].

This article was originally published online on 2 May 2024 with the second affiliation missing for Yanqi Wang. All affiliations appear correctly above. AIP Publishing apologizes for the error. All online versions of the article were corrected on 8 May 2024; the article is correct as it appears in the printed version of the journal.By Xinliang Zhang; Yanqi Wang; Yitian Zhou and Lijie JiaReported by Author; Author; Author; Author [Extracted from the article]