Duane S. Boning

KirchhoffNet: End-to-End Analog Circuit Acceleration for ODE-Based Neural Networks

This article introduces KirchhoffNet, a novel class of neural network models inspired by the principles of analog electronic circuitry, specifically Kirchhoff’s laws. KirchhoffNet operates as an analog circuit, where the network input is represented by initial node voltages, and the output corresponds to the node volta...