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06/05/2023
On the Role of Entanglement and Statistics in Learning
In this work we make progress in understanding the relationship between ...
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10/18/2022
Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks
Despite the great promise of quantum machine learning models, there are ...
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10/16/2022
Theory for Equivariant Quantum Neural Networks
Most currently used quantum neural network architectures have little-to-...
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10/14/2022
Representation Theory for Geometric Quantum Machine Learning
Recent advances in classical machine learning have shown that creating m...
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09/08/2021