HARDWARE CALCULATION STRUCTURE FOR DEEP BALANCE MODELS

摘要

A dynamic equilibrium (DEQ) model circuit contains a first multiplier designed to receive an input, scale the input with a first weight and output the scaled input, a second multiplier designed to receive a root, scaling the root with a second weight and output the scaled root, a summation block designed to combine the scaled input, bias input and scaled root and output a nonlinear input, and a first nonlinear function designed to: receive the nonlinear input and output the root,where the first weight and the second weight are based on a trained DEQ model of a neural network.