Test-time recalibration of conformal predictors based on unlabeled data for improved performance under test distribution shift.
The following Python libraries are required to run the code in this repository:
torch
torchvision
Other requirements can be installed with pip install -r requirements.txt. The above two libraries are not included in requirements.txt for safe measure.
All the figures in the paper can be reproduced by running this notebook
@article{yilmazheckel2022RecalibratingConformal,
author = {Fatih Furkan Yilmaz and Reinhard Heckel},
title = {Test-time Recalibration of Conformal Predictors Under Distribution Shift Based on Unlabeled Examples},
journal = {arXiv:2210.04166},
year = {2022}
}
All files are provided under the terms of the Apache License, Version 2.0.