Cost function dependent barren plateaus in shallow parametrized quantum circuits
Parametrised quantum circuits are a promising hybrid classical-quantum approach, but rigorous results on their effective capabilities are rare. Here, the authors explore the feasibility of training depending on the type of cost functions, showing that local ones are less prone to the barren plateau...
Main Authors: | M. Cerezo, Akira Sone, Tyler Volkoff, Lukasz Cincio, Patrick J. Coles |
---|---|
Format: | Article |
Language: | English |
Published: |
Nature Portfolio
2021-03-01
|
Series: | Nature Communications |
Online Access: | https://doi.org/10.1038/s41467-021-21728-w |
Similar Items
-
Noise-induced barren plateaus in variational quantum algorithms
by: Samson Wang, et al.
Published: (2021-11-01) -
Absence of Barren Plateaus in Quantum Convolutional Neural Networks
by: Arthur Pesah, et al.
Published: (2021-10-01) -
Effect of barren plateaus on gradient-free optimization
by: Andrew Arrasmith, et al.
Published: (2021-10-01) -
An initialization strategy for addressing barren plateaus in parametrized quantum circuits
by: Edward Grant, et al.
Published: (2019-12-01) -
Diagnosing Barren Plateaus with Tools from Quantum Optimal Control
by: Martin Larocca, et al.
Published: (2022-09-01)