Understanding quantum machine learning also requires rethinking generalization
Gil-Fuster, Elies, Eisert, Jens, Bravo-Prieto, Carlos
Published in Nature communications (13.03.2024)
Published in Nature communications (13.03.2024)
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Journal Article
Data re-uploading for a universal quantum classifier
Pérez-Salinas, Adrián, Cervera-Lierta, Alba, Gil-Fuster, Elies, Latorre, José I.
Published in Quantum (Vienna, Austria) (06.02.2020)
Published in Quantum (Vienna, Austria) (06.02.2020)
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Journal Article
Encoding-dependent generalization bounds for parametrized quantum circuits
Caro, Matthias C., Gil-Fuster, Elies, Meyer, Johannes Jakob, Eisert, Jens, Sweke, Ryan
Published in Quantum (Vienna, Austria) (17.11.2021)
Published in Quantum (Vienna, Austria) (17.11.2021)
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Journal Article
Exploiting Symmetry in Variational Quantum Machine Learning
Meyer, Johannes Jakob, Mularski, Marian, Gil-Fuster, Elies, Mele, Antonio Anna, Arzani, Francesco, Wilms, Alissa, Eisert, Jens
Published in PRX quantum (01.03.2023)
Published in PRX quantum (01.03.2023)
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Journal Article
On the expressivity of embedding quantum kernels
Gil-Fuster, Elies, Eisert, Jens, Dunjko, Vedran
Published in Machine learning: science and technology (01.06.2024)
Published in Machine learning: science and technology (01.06.2024)
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Journal Article
On the relation between trainability and dequantization of variational quantum learning models
Gil-Fuster, Elies, Gyurik, Casper, Pérez-Salinas, Adrián, Dunjko, Vedran
Year of Publication 11.06.2024
Year of Publication 11.06.2024
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Journal Article
Understanding quantum machine learning also requires rethinking generalization
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Paper
Journal Article
Potential and limitations of random Fourier features for dequantizing quantum machine learning
Sweke, Ryan, Recio, Erik, Jerbi, Sofiene, Gil-Fuster, Elies, Fuller, Bryce, Eisert, Jens, Meyer, Johannes Jakob
Year of Publication 20.09.2023
Year of Publication 20.09.2023
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Journal Article
Encoding-dependent generalization bounds for parametrized quantum circuits
Caro, Matthias C, Gil-Fuster, Elies, Johannes Jakob Meyer, Eisert, Jens, Ryan Sweke
Published in arXiv.org (08.05.2023)
Published in arXiv.org (08.05.2023)
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Paper
Journal Article
Exploiting symmetry in variational quantum machine learning
Johannes Jakob Meyer, Mularski, Marian, Gil-Fuster, Elies, Mele, Antonio Anna, Arzani, Francesco, Wilms, Alissa, Eisert, Jens
Published in arXiv.org (12.05.2022)
Published in arXiv.org (12.05.2022)
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Journal Article
Concept learning of parameterized quantum models from limited measurements
Gan, Beng Yee, Po-Wei, Huang, Gil-Fuster, Elies, Rebentrost, Patrick
Published in arXiv.org (09.08.2024)
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Published in arXiv.org (09.08.2024)
Paper
Data re-uploading for a universal quantum classifier
Pérez-Salinas, Adrián, Cervera-Lierta, Alba, Gil-Fuster, Elies, Latorre, José I
Published in arXiv.org (04.06.2020)
Published in arXiv.org (04.06.2020)
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Paper
Journal Article
Training Quantum Embedding Kernels on Near-Term Quantum Computers
Hubregtsen, Thomas, Wierichs, David, Gil-Fuster, Elies, Derks, Peter-Jan H S, Faehrmann, Paul K, Johannes Jakob Meyer
Published in arXiv.org (05.05.2021)
Published in arXiv.org (05.05.2021)
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Journal Article