A recent study has demonstrated advancements in high-order neural networks for industrial applications.The study focuses on quadratic neural networks, which restrict the polynomial function to the second order to ensure stable training.Various versions of quadratic neurons are discussed, with the approach proposed by Fan et al. being considered as a general version.The researchers from multiple institutions collaborated on the study, providing valuable insights and findings for industrial applications.