TL;DR
Bayesian deep learning provides calibrated uncertainty estimates for appliance recognition in non-intrusive load monitoring.
Citation: "Uncertainty quantification for appliance recognition in non-intrusive load monitoring using Bayesian deep learning." Energy and Buildings, 2022.