2024 Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees Edgar Jaber, Vincent Blot, Nicolas Brunel, and 6 more authors 2024 Bib PDF @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 Bib PDF @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 13–15 sep 2022 Bib PDF @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}, }