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A curated list of papers, blogs, and research publications in the field of Quantum Machine Learning

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Quantum Machine Learning (QML) Library (and some QC)

A curated list of papers, blogs, and research publications in the field of Quantum Machine Learning. Inspired by the no longer updated: https://github.com/ericardomuten/qml-vqa-library. Open a PR if you want to add to it! All links should be to open access publications. If the published version is not open access, then it will link to arXiv. If the publication is not open access and it is not on arXiv then I will not be putting it in this list.

Note: the date is associated with the latest update/publication (i.e. how you would see it cited), not the first!


Table of Contents


Contents

Reviews ^

Software ^

Theory ^

Expressivity ^

Dynamics ^

Trainability ^

Complexity and Learnability and Generalization ^

Optimization ^

= Local minima in quantum systems (2024)

Circuit Ansatz ^

Quantum Reinforcement Learning ^

Geometric QML ^

Generative QML ^

Autoencoders ^

QAOA ^

VQE ^

Computational Physics ^

Quantum Simulation/Chemistry ^

Classification ^

Error Mitigation and QML ^

Finance ^

Hardware ^

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A curated list of papers, blogs, and research publications in the field of Quantum Machine Learning

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