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quantum-optical-network

A quantum optical setup to classify states using multiple hidden neurons.

https://github.com/simoneroncallo/quantum-optical-network

Science Score: 54.0%

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    Links to: arxiv.org
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    Low similarity (6.7%) to scientific vocabulary

Keywords

deep-learning quantum-computing quantum-optics
Last synced: 6 months ago · JSON representation ·

Repository

A quantum optical setup to classify states using multiple hidden neurons.

Basic Info
  • Host: GitHub
  • Owner: simoneroncallo
  • License: apache-2.0
  • Language: Jupyter Notebook
  • Default Branch: main
  • Homepage: https://arxiv.org/abs/2507.21036
  • Size: 97.7 KB
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  • Watchers: 0
  • Forks: 0
  • Open Issues: 0
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Topics
deep-learning quantum-computing quantum-optics
Created 8 months ago · Last pushed 7 months ago
Metadata Files
Readme License Citation

README.md

Quantum optical network

This repository contains the simulation of a quantum optical shallow network implemented through the Hong-Ou-Mandel effect. The main code can be found in quantumNetwork.ipynb, implemented with arbitrary number of neurons. Training and validation data are prepared in dataprocessing.py, using the MNIST, the Fashion-MNIST, and the CIFAR-10 datasets for binary classification tasks. A classical analogue is reported in classicalNetwork.ipynb, with the possibility to add constraints given by the normalization and the positivity conditions. Dependencies: tensorflow 2.18.0 and keras 3.8.0.

arXiv Open In Colab

Contributors: Angela Rosy Morgillo @MorgilloR and Simone Roncallo @simoneroncallo
Reference: Simone Roncallo, Angela Rosy Morgillo, Chiara Macchiavello, Lorenzo Maccone and Seth Lloyd “Quantum optical shallow networks” (2025)

Owner

  • Name: Simone Roncallo
  • Login: simoneroncallo
  • Kind: user
  • Company: University of Pavia

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this code, please cite it together with the attached paper."
authors:
- family-names: "Morgillo"
  given-names: "Angela Rosy"
  orcid: "https://orcid.org/0009-0006-6142-0692"
- family-names: "Roncallo"
  given-names: "Simone"
  orcid: "https://orcid.org/0000-0003-3506-9027"
title: "Quantum optical network"
date-released: 2025-07-11
url: "https://github.com/simoneroncallo/quantum-optical-network"

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