Amanuel S. Anteneh

Quantum parameter estimation with uncertainty quantification from continuous measurement data using neural network ensembles

We show that ensembles of deep neural networks, called deep ensembles, can be used to perform quantum parameter estimation while also providing a means for quantifying uncertainty in parameter estimates, which is a key advantage of using Bayesian inference for parameter estimation that is lost when using existing mac...