Memristor Crossbar Circuits Implementing Equilibrium Propagation for On-Device Learning

Memristor Crossbar Circuits Implementing Equilibrium Propagation for On-Device Learning

Equilibrium propagation (EP) has been proposed recently as a new neural network training algorithm based on a local learning concept, where only local information is used to calculate the weight update of the neural network. Despite the advantages of local learning, numerical iteration for solving t...

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Bibliographic Details
Main Authors: Seokjin Oh, Jiyong An, Seungmyeong Cho, Rina Yoon, Kyeong-Sik Min
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Micromachines
Subjects:
memristor crossbar circuits
equilibrium propagation
on-device learning
local learning
Online Access:https://www.mdpi.com/2072-666X/14/7/1367

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