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@ARTICLE{Schumann:1030616,
author = {Schumann, M. and Wilhelm-Mauch, Frank and Ciani,
Alessandro},
title = {{E}mergence of noise-induced barren plateaus in arbitrary
layered noise models},
journal = {Quantum science and technology},
volume = {9},
number = {4},
issn = {2058-9565},
address = {Philadelphia, PA},
publisher = {IOP Publishing},
reportid = {FZJ-2024-05349},
pages = {045019 -},
year = {2024},
abstract = {In variational quantum algorithms the parameters of a
parameterized quantum circuit are optimized in order to
minimize a cost function that encodes the solution of the
problem. The barren plateau phenomenon manifests as an
exponentially vanishing dependence of the cost function with
respect to the variational parameters, and thus hampers the
optimization process. We discuss how, and in which sense,
the phenomenon of noise-induced barren plateaus emerges in
parameterized quantum circuits with a layered noise model.
Previous results have shown the existence of noise-induced
barren plateaus in the presence of local Pauli noise (Wang
et al 2021 Nat. Commun.12 6961). We extend these results
analytically to arbitrary completely-positive trace
preserving maps in two cases: (1) when a parameter-shift
rule holds, (2) when the parameterized quantum circuit at
each layer forms a unitary 2-design. The second example
shows how highly expressive unitaries give rise not only to
standard barren plateaus (McClean et al 2018 Nat. Commun.9
4812), but also to noise-induced ones. In the second part of
the paper, we study numerically the emergence of
noise-induced barren plateaus in QAOA circuits focusing on
the case of MaxCut problems on d-regular graphs and
amplitude damping noise.},
cin = {PGI-12},
ddc = {530},
cid = {I:(DE-Juel1)PGI-12-20200716},
pnm = {5232 - Computational Principles (POF4-523) / BMBF 13N16149
- QSolid (BMBF-13N16149) / DFG project G:(GEPRIS)390534769 -
EXC 2004: Materie und Licht für Quanteninformation (ML4Q)
(390534769)},
pid = {G:(DE-HGF)POF4-5232 / G:(DE-Juel1)BMBF-13N16149 /
G:(GEPRIS)390534769},
typ = {PUB:(DE-HGF)16},
UT = {WOS:001282693900001},
doi = {10.1088/2058-9565/ad6285},
url = {https://juser.fz-juelich.de/record/1030616},
}