paperarXivTrust 82 · PrimaryPublished 10d agoLive · 8d ago

Bernstein-Vazirani Networks: Quantum Machine Learning by Interference

We introduce Bernstein-Vazirani Networks (BVNs), a non-variational quantum machine learning framework that leverages quantum interference for supervised learning, demonstrated on vision and representation learning tasks. In their standard form, BVNs follow the principle of quantum Fourier sampling: labelled data are placed in superposition and interfered in the Fourier basis to extract globally informative features. We then define generalised BVNs that enable interference in problem-adapted bases, yielding more expressive models under the same measurement budget as in the standard setting. BVN

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PossiblePossibly related (embedding) · 58%Hybrid Quantum-neural Network Beats Classical Machine Learning - quantumzeitgeist.com →
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PossiblePossibly related (embedding) · 45%Noise-induced Equalization Improves Quantum Learning Accuracy - Quantum Zeitgeist →
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newsHybrid Quantum-neural Network Beats Classical Machine Learning - quantumzeitgeist.com newsHybrid Quantum-neural Network Beats Classical Machine Learning - Quantum Zeitgeist

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newsNoise-induced Equalization Improves Quantum Learning Accuracy - Quantum Zeitgeist

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repostefan-jansen/machine-learning-for-trading repoDataTalksClub/machine-learning-zoomcamp repoEthicalML/awesome-production-machine-learning reporasbt/python-machine-learning-book repoaymericdamien/TopDeepLearning

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personNatacha Kuete Meli personTolga Birdal personPrayag Tiwari personVladislav Golyanik personMichael Moeller

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personNatacha Kuete Meli repostefan-jansen/machine-learning-for-trading personVladislav Golyanik newsNoise-induced Equalization Improves Quantum Learning Accuracy - Quantum Zeitgeist reporasbt/python-machine-learning-book personMichael Moeller personPrayag Tiwari newsHybrid Quantum-neural Network Beats Classical Machine Learning - quantumzeitgeist.com personTolga Birdal repoaymericdamien/TopDeepLearning repoDataTalksClub/machine-learning-zoomcamp repoEthicalML/awesome-production-machine-learning newsHybrid Quantum-neural Network Beats Classical Machine Learning - Quantum Zeitgeist

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cs.AI