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@INPROCEEDINGS{Schulz:1037282,
author = {Schulz, Sebastian and Willsch, Dennis and Michielsen,
Kristel},
title = {{G}uided {Q}uantum {W}alk},
reportid = {FZJ-2025-00610},
year = {2024},
abstract = {Quantum algorithms, such as quantum walks (QWs) and quantum
annealing (QA), have generated significant attention for
their potential to solve large-scale combinatorial
optimization problems. In this research, we utilize the
theory of local amplitude transfer (LAT) to delve into the
operational principles of these algorithms beyond the
adiabatic theorem, providing insights into the design of
optimal quantum evolutions. By representing the eigenspace
of the problem Hamiltonian as a hypercube graph, we
demonstrate that probability amplitude traverses the search
space through a series of local Rabi oscillations. We argue
that the amplitude movement can be systematically guided
towards the ground state using a time-dependent hopping rate
based solely on the problem’s energy spectrum. Building
upon these insights, we extend the concept of multistage QW
by introducing the guided quantum walk (GQW) as a bridge
between QW-like and QA-like procedures. We assess the
performance of the GQW on exact cover and garden
optimization problems with 12 to 40 qubits. Our results
provide evidence for the existence of optimal annealing
schedules, beyond the requirement of adiabatic time
evolutions. These schedules might be capable of solving
large-scale combinatorial optimization problems within
evolution times that scale linearly in the problem size.},
month = {May},
date = {2024-05-12},
organization = {ISC High Performance 2024, Hamburg
(Germany), 12 May 2024 - 16 May 2024},
subtyp = {After Call},
cin = {JSC},
cid = {I:(DE-Juel1)JSC-20090406},
pnm = {5111 - Domain-Specific Simulation $\&$ Data Life Cycle Labs
(SDLs) and Research Groups (POF4-511)},
pid = {G:(DE-HGF)POF4-5111},
typ = {PUB:(DE-HGF)24},
url = {https://juser.fz-juelich.de/record/1037282},
}