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quantum-optical-neuron

A quantum optical setup to classify objects without reconstructing their images.

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

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ✓
    DOI references
    Found 2 DOI reference(s) in README
  • ✓
    Academic publication links
    Links to: arxiv.org
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    Academic email domains
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    Institutional organization owner
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    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (6.6%) to scientific vocabulary

Keywords

image-classification machine-learning quantum-optics
Last synced: 6 months ago · JSON representation ·

Repository

A quantum optical setup to classify objects without reconstructing their images.

Basic Info
  • Host: GitHub
  • Owner: simoneroncallo
  • License: apache-2.0
  • Language: Jupyter Notebook
  • Default Branch: main
  • Homepage: https://arxiv.org/abs/2404.15266
  • Size: 1.56 MB
Statistics
  • Stars: 6
  • Watchers: 1
  • Forks: 1
  • Open Issues: 0
  • Releases: 0
Topics
image-classification machine-learning quantum-optics
Created almost 2 years ago · Last pushed 7 months ago
Metadata Files
Readme License Citation

README.md

Quantum optical neuron

This repository contains the simulation code for the quantum optical neuron. A step-by-step implementation can be found in simulationMNIST.ipynb (trained using the MNIST dataset) and in simulationCIFAR10.ipynb (trained using the CIFAR-10 dataset).

arXiv Open In Colab 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 classifier with superexponential speedup” Commun. Phys. 8 147 (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 neuron"
date-released: 2024-04-12
url: "https://github.com/simoneroncallo/quantum-optical-neuron"

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