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10/04/2019
Quantum Hamiltonian-Based Models and the Variational Quantum Thermalizer Algorithm
We introduce a new class of generative quantum-neural-network-based mode...
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09/26/2019
Quantum Graph Neural Networks
We introduce Quantum Graph Neural Networks (QGNN), a new class of quantu...
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06/07/2019
TensorNetwork for Machine Learning
We demonstrate the use of tensor networks for image classification with ...
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05/03/2019
TensorNetwork on TensorFlow: A Spin Chain Application Using Tree Tensor Networks
TensorNetwork is an open source library for implementing tensor network ...
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05/03/2019
TensorNetwork: A Library for Physics and Machine Learning
TensorNetwork is an open source library for implementing tensor network ...
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03/12/2019
Theory III: Dynamics and Generalization in Deep Networks
We review recent observations on the dynamical systems induced by gradie...
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07/25/2018
A Surprising Linear Relationship Predicts Test Performance in Deep Networks
Given two networks with the same training loss on a dataset, when would ...
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06/29/2018
Theory IIIb: Generalization in Deep Networks
A main puzzle of deep neural networks (DNNs) revolves around the apparen...
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12/30/2017