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06/28/2023
Exponential separations between classical and quantum learners
Despite significant effort, the quantum machine learning community has o...
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05/31/2023
Shadows of quantum machine learning
Quantum machine learning is often highlighted as one of the most promisi...
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08/12/2022
On establishing learning separations between classical and quantum machine learning with classical data
Despite years of effort, the quantum machine learning community has only...
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03/25/2022
High Dimensional Quantum Learning With Small Quantum Computers
Quantum computers hold great promise to enhance machine learning, but th...
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05/12/2021
Structural risk minimization for quantum linear classifiers
Quantum machine learning (QML) stands out as one of the typically highli...
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03/09/2021
Variational quantum policies for reinforcement learning
Variational quantum circuits have recently gained popularity as quantum ...
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05/06/2020
