Geonho Hwang

On Expressive Power of Quantized Neural Networks under Fixed-Point Arithmetic

2024 · arXiv (Cornell University)

Existing works on the expressive power of neural networks typically assume real parameters and exact operations. In this work, we study the expressive power of quantized networks under discrete fixed-point parameters and inexact fixed-point operations …