NCoder—a quantum field theory approach to encoding data

In this paper we present a novel approach to interpretable AI inspired by quantum field theory which we call the NCoder . The NCoder is a modified autoencoder neural network whose latent layer is prescribed to be a subset of n -point correlation functions. Regarding images as draws from a lattice fi...

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Bibliographic Details
Main Authors: D S Berman, M S Klinger, A G Stapleton
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:Machine Learning: Science and Technology
Subjects:
Online Access:https://doi.org/10.1088/2632-2153/ade04c
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