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physics.optics2024
Transfer Learning and the Early Estimation of Single-Photon Source Quality using Machine Learning Methods
David Jacob Kedziora, Anna Musiał, Wojciech Rudno-Rudziński +1
The use of single-photon sources (SPSs) is central to numerous systems and devices proposed amidst a modern surge in quantum technology. However, manufacturing schemes remain imper…
physics.optics2023
Harnessing Data Augmentation to Quantify Uncertainty in the Early Estimation of Single-Photon Source Quality
David Jacob Kedziora, Anna Musiał, Wojciech Rudno-Rudziński +1
Novel methods for rapidly estimating single-photon source (SPS) quality have been promoted in recent literature to address the expensive and time-consuming nature of experimental v…