Spatially heterogeneous learning by a deep student machine

Despite spectacular successes, deep neural networks (DNNs) with a huge number of adjustable parameters remain largely black boxes. To shed light on the hidden layers of DNNs, we study supervised learning by a DNN of width N and depth L consisting of NL perceptrons with c inputs by a statistical mech...

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Bibliographic Details
Main Author: Hajime Yoshino
Format: Article
Language:English
Published: American Physical Society 2023-07-01
Series:Physical Review Research
Online Access:http://doi.org/10.1103/PhysRevResearch.5.033068