This is the official tensorflow implementation of the following manuscript:
Perez, I., Skalski, P., Barns-Graham, A., Wong, J. and Sutton, D. (2022) Attribution of Predictive Uncertainties in Classification Models, 38th Conference on Uncertainty in Artificial Intelligence (UAI), Eindhoven, Netherlands, 2022.
OpenReview link available here.
Contact: iker [dot] perez [at] featurespace [dot] co [dot] uk
For the scripts to work correctly, you need to install the uncertainty_library and necessary dependencies. We recommend to do that by running
$ pip install .
in a virtual environment with python 3.8.
The scripts folder contains python scripts to train the models and reproduce results for the MNIST, FashionMNIST and CelebA datasets.