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)] - Zhang, Xinliang; Wang, Yanqi; Zhou, Yitian; Jia, Lijie (Review of scientific instruments, 2024)