LuxNAS: A Coherent Photonic Neural Network Powered by Neural Architecture Search

Fuente: arXiv
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Main Authors: Shafiee, Amin, Sunny, Febin, Pasricha, Sudeep, Nikdast, Mahdi
Format: Preprint
Published: 2025
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author Shafiee, Amin
Sunny, Febin
Pasricha, Sudeep
Nikdast, Mahdi
author_facet Shafiee, Amin
Sunny, Febin
Pasricha, Sudeep
Nikdast, Mahdi
contents We demonstrate a novel coherent photonic neural network using tunable phase-change-material-based couplers and neural architecture search. Compared to the MZI-based Clements network, our results indicate 85% reduction in the network footprint while maintaining the accuracy.
format Preprint
id arxiv_https___arxiv_org_abs_2503_03731
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle LuxNAS: A Coherent Photonic Neural Network Powered by Neural Architecture Search
Shafiee, Amin
Sunny, Febin
Pasricha, Sudeep
Nikdast, Mahdi
Optics
Emerging Technologies
We demonstrate a novel coherent photonic neural network using tunable phase-change-material-based couplers and neural architecture search. Compared to the MZI-based Clements network, our results indicate 85% reduction in the network footprint while maintaining the accuracy.
title LuxNAS: A Coherent Photonic Neural Network Powered by Neural Architecture Search
topic Optics
Emerging Technologies
url https://arxiv.org/abs/2503.03731