Absence of Barren Plateaus in Quantum Convolutional Neural Networks

Quantum neural networks (QNNs) have generated excitement around the possibility of efficiently analyzing quantum data. But this excitement has been tempered by the existence of exponentially vanishing gradients, known as barren plateau landscapes, for many QNN architectures. Recently, quantum convol...

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Bibliographic Details
Main Authors: Arthur Pesah, M. Cerezo, Samson Wang, Tyler Volkoff, Andrew T. Sornborger, Patrick J. Coles
Format: Article
Language:English
Published: American Physical Society 2021-10-01
Series:Physical Review X
Online Access:http://doi.org/10.1103/PhysRevX.11.041011