TY - JOUR
T1 - Data needs and challenges for quantum dot devices automation
AU - Zwolak, Justyna P.
AU - Taylor, Jacob M.
AU - Andrews, Reed W.
AU - Benson, Jared
AU - Bryant, Garnett W.
AU - Buterakos, Donovan
AU - Chatterjee, Anasua
AU - Greplová, Eliška
AU - Undseth, Brennan
AU - More Authors, null
PY - 2024
Y1 - 2024
N2 - Gate-defined quantum dots are a promising candidate system for realizing scalable, coupled qubit systems and serving as a fundamental building block for quantum computers. However, present-day quantum dot devices suffer from imperfections that must be accounted for, which hinders the characterization, tuning, and operation process. Moreover, with an increasing number of quantum dot qubits, the relevant parameter space grows sufficiently to make heuristic control infeasible. Thus, it is imperative that reliable and scalable autonomous tuning approaches are developed. This meeting report outlines current challenges in automating quantum dot device tuning and operation with a particular focus on datasets, benchmarking, and standardization. We also present insights and ideas put forward by the quantum dot community on how to overcome them. We aim to provide guidance and inspiration to researchers invested in automation efforts.
AB - Gate-defined quantum dots are a promising candidate system for realizing scalable, coupled qubit systems and serving as a fundamental building block for quantum computers. However, present-day quantum dot devices suffer from imperfections that must be accounted for, which hinders the characterization, tuning, and operation process. Moreover, with an increasing number of quantum dot qubits, the relevant parameter space grows sufficiently to make heuristic control infeasible. Thus, it is imperative that reliable and scalable autonomous tuning approaches are developed. This meeting report outlines current challenges in automating quantum dot device tuning and operation with a particular focus on datasets, benchmarking, and standardization. We also present insights and ideas put forward by the quantum dot community on how to overcome them. We aim to provide guidance and inspiration to researchers invested in automation efforts.
UR - http://www.scopus.com/inward/record.url?scp=85208474921&partnerID=8YFLogxK
U2 - 10.1038/s41534-024-00878-x
DO - 10.1038/s41534-024-00878-x
M3 - Article
AN - SCOPUS:85208474921
SN - 2056-6387
VL - 10
JO - NPJ Quantum Information
JF - NPJ Quantum Information
IS - 1
M1 - 105
ER -