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quant-ph2022
Interpreting convolutional neural networks' low dimensional approximation to quantum spin systems
Yilong Ju, Shah Saad Alam, Jonathan Minoff +3
Convolutional neural networks (CNNs) have been employed along with Variational Monte Carlo methods for finding the ground state of quantum many-body spin systems with great success…
cs.CV2022
Understanding robustness and generalization of artificial neural networks through Fourier masks
Nikos Karantzas, Emma Besier, Josue Ortega Caro +4
Despite the enormous success of artificial neural networks (ANNs) in many disciplines, the characterization of their computations and the origin of key properties such as generaliz…