@article{hyperparameteroptimizationfoundations, title = {Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges}, author = {Bernd Bischl and Martin Binder and Michel Lang and Tobias Pielok and Jakob Richter and Stefan Coors and Janek Thomas and Theresa Ullmann and Marc Becker and Anne-Laure Boulesteix and Difan Deng and Marius Lindauer}, year = {2021}, eprint = {2107.05847}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2107.05847v3}, }