2024/12/27 by Matthew Joliffe, Vadim Vorobyov, Joliffe, Matthew +3 · 1 citation
Physics and Astronomy · #Atomic and Subatomic Physics Research #Data Analysis #FOS: Physical sciences #Quantum Physics (quant-ph) #Quantum and electron transport phenomena #Statistics and Probability (physics.data-an)
paper · pdf · doi:10.48550/arxiv.2412.19581
openalex publication_date 2024/12/27 · openalex created_date 2025/10/10 · openalex updated_date 2026/08/01
Optically addressable electron spin clusters are of interest for quantum computation, simulation and sensing. However, with interaction length scales of a few tens of nanometers in the strong coupling regime, they are unresolved in conventional confocal microscopy, making individual readout problematic. Here we show that when using a single shot readout technique, collective states of the combined register space become accessible. By using spin to charge conversion of the defects we draw the connection between the intricate photon count statistics with spin state tomography using deep neural networks. This approach is particularly versatile with further scaling the number of constituent spins in a cluster due to complexity of the analytical treatment. We perform a proof of concept measurement of the correlated classical signal, paving the way for using our technique in realistic applications.