2 papers
cs.LG2026
Fourier Multi-Component and Multi-Layer Neural Networks: Unlocking High-Frequency Potential
Shijun Zhang, Hongkai Zhao, Yimin Zhong +1
The architecture of a neural network and the choice of its activation function are both fundamental to its performance. Equally important is ensuring that these two elements are we…
cs.LG2025
Structured and Balanced Multi-Component and Multi-Layer Neural Networks
Shijun Zhang, Hongkai Zhao, Yimin Zhong +1
In this work, we propose a balanced multi-component and multi-layer neural network (MMNN) structure to accurately and efficiently approximate functions with complex features, in te…