Michael A. Buice

Bounds on the computational complexity of neurons due to dendritic morphology

2025

Abstract The simple linear threshold units used in many artificial neural networks have a limited computational capacity. Famously, a single unit cannot handle non-linearly separable problems like XOR. In contrast, real neurons exhibit complex morphologies …