Batch gradient based smoothing L 2/3 regularization for training pi-sigma higher-order networks

Abstract A Pi-Sigma neural network (PSNN) is a kind of neural network architecture that blends the structure of conventional neural networks with the ideas of polynomial approximation. Training a PSNN requires modifying the weights and coefficients of the polynomial functions to reduce the error bet...

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Bibliographic Details
Main Authors: Khidir Shaib Mohamed, Raed Muhammad Albadrani, Ekram Adam, Yan Xiong
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-08324-4
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