Paper
Uncertainty wizard was developed by Michael Weiss and Paolo Tonella at USI (Lugano, Switzerland). If you use it for your research, please cite these papers:
@inproceedings{Weiss2021FailSafe,
title={Fail-safe execution of deep learning based systems through uncertainty monitoring},
author={Weiss, Michael and Tonella, Paolo},
booktitle={2021 14th IEEE Conference on Software Testing, Verification and Validation (ICST)},
pages={24--35},
year={2021},
organization={IEEE}
}
@inproceedings{Weiss2021UncertaintyWizard,
title={Uncertainty-wizard: Fast and user-friendly neural network uncertainty quantification},
author={Weiss, Michael and Tonella, Paolo},
booktitle={2021 14th IEEE Conference on Software Testing, Verification and Validation (ICST)},
pages={436--441},
year={2021},
organization={IEEE}
}
The first paper (preprint) provides an empricial study comparing the approaches implemented in uncertainty wizard, and a list of lessons learned useful for reasearchers working with uncertainty wizard. The second paper (preprint) is a technical tool paper, providing a more detailed discussion of uncertainty wizards api and implementation.
References to the original work introducing the techniques implemented in uncertainty wizard are provided in the papers listed above.