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{ | ||
"title": "Contextuality and inductive bias in QML", | ||
"authors": [ | ||
{ | ||
"id": "joseph_bowles" | ||
} | ||
], | ||
"dateOfPublication": "2023-09-06T00:00:00+00:00", | ||
"dateOfLastModification": "2023-09-06T00:00:00+00:00", | ||
"categories": [ | ||
"Quantum Machine Learning" | ||
], | ||
"tags": [], | ||
"previewImages": [ | ||
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"type": "thumbnail", | ||
"uri": "/_images/thumbnail_tutorial_Contextuality.png" | ||
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{ | ||
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"uri": "/_static/large_demo_thumbnails/thumbnail_large_Contextuality.png" | ||
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], | ||
"seoDescription": "Train a problem-inspired ansatz on a contextuality-inspired dataset.", | ||
"doi": "", | ||
"canonicalURL": "/qml/demos/tutorial_contextuality", | ||
"references": [ | ||
{ | ||
"id": "paper", | ||
"type": "article", | ||
"title": "Contextuality and inductive bias in quantum machine learning.", | ||
"authors": "J. Bowles, V. J. Wright, M. Farkas, N. Killoran, M. Schuld", | ||
"year": "2023", | ||
"journal": "", | ||
"url": "https://arxiv.org/abs/2302.01365" | ||
}, | ||
{ | ||
"id": "contextuality", | ||
"type": "article", | ||
"title": "Contextuality for preparations, transformations, and unsharp measurements.", | ||
"authors": "R. W. Spekkens", | ||
"year": "2005", | ||
"journal": "Phys. Rev. A 71", | ||
"url": "https://journals.aps.org/pra/abstract/10.1103/PhysRevA.71.052108" | ||
}, | ||
{ | ||
"id": "reptheory", | ||
"type": "article", | ||
"title": "Representation Theory for Geometric Quantum Machine Learning.", | ||
"authors": "M. Ragone, P. Braccia, Q. T. Nguyen, L. Schatzki, P. J. Coles, F. Sauvage, M. Larocca, M. Cerezo", | ||
"year": "2023", | ||
"journal": "", | ||
"url": "https://arxiv.org/abs/2210.07980" | ||
}, | ||
{ | ||
"id": "equivariant", | ||
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"title": "Theory for Equivariant Quantum Neural Networks.", | ||
"authors": "Q. T. Nguyen, L. Schatzki, P. Braccia, M. Ragone, P. J. Coles, F. Sauvage, M. Larocca, M. Cerezo", | ||
"year": "2022", | ||
"journal": "", | ||
"url": "https://arxiv.org/abs/2210.08566" | ||
}, | ||
{ | ||
"id": "surrogates", | ||
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"title": "Classical surrogates for quantum learning models.", | ||
"authors": "F. J. Schreiber, J. Eiser, J. J. Meyer", | ||
"year": "2022", | ||
"journal": "", | ||
"url": "https://arxiv.org/abs/2206.11740" | ||
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