@misc{jaber2024conformal,title={Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees},author={Jaber, Edgar and Blot, Vincent and Brunel, Nicolas and Chabridon, Vincent and Remy, Emmanuel and Iooss, Bertrand and Lucor, Didier and Mougeot, Mathilde and Leite, Alessandro},year={2024},eprint={2401.07733},archiveprefix={arXiv},primaryclass={stat.ML},url={https://arxiv.org/abs/2401.07733},dimensions={true},}
2023
Flexible and Systematic Uncertainty Estimation with Conformal Prediction via the MAPIE library
Thibault Cordier, Vincent Blot, Louis Lacombe, and 3 more authors
In Proceedings of the Twelfth Symposium on Conformal and Probabilistic Prediction with Applications, 13–15 sep 2023
@inproceedings{pmlr-v204-cordier23a,title={Flexible and Systematic Uncertainty Estimation with
Conformal Prediction via the MAPIE library},author={Cordier, Thibault and Blot, Vincent and Lacombe, Louis and Morzadec, Thomas and Capitaine, Arnaud and Brunel, Nicolas},booktitle={Proceedings of the Twelfth Symposium on Conformal
and Probabilistic Prediction with Applications},pages={549--581},year={2023},editor={Papadopoulos, Harris and Nguyen, Khuong An and Boström, Henrik and Carlsson, Lars},volume={204},series={Proceedings of Machine Learning Research},month={13--15 Sep},publisher={PMLR},url={https://proceedings.mlr.press/v204/cordier23a.html},dimensions={true},}
2022
MAPIE: an open-source library for distribution-free uncertainty quantification
Vianney Taquet, Vincent Blot, Thomas Morzadec, and 2 more authors
@misc{taquet2022mapie,title={MAPIE: an open-source library for distribution-free uncertainty quantification},author={Taquet, Vianney and Blot, Vincent and Morzadec, Thomas and Lacombe, Louis and Brunel, Nicolas},year={2022},}