For citing NePS, please refer to the following:
Stoll, D., Mallik, N., Schrodi, S., Bergman, E., Janowski, M., Garibov, S., Abou Chakra, T., Rogalla, D., Bergman, E., Hvarfner, C., Binxin, R., & Hutter, F. (2023). Neural Pipeline Search (NePS) (Version 0.12.2) [Computer software]. https://github.com/automl/neps
@software{Stoll_Neural_Pipeline_Search_2023,
author = {Stoll, Danny and Mallik, Neeratyoy and Schrodi, Simon and Bergmann, Eddie and Janowski, Maciej and Garibov, Samir and Abou Chakra, Tarek and Rogalla, Daniel and Bergman, Eddie and Hvarfner, Carl and Binxin, Ru and Hutter, Frank},
month = oct,
title = {{Neural Pipeline Search (NePS)}},
url = {https://github.com/automl/neps},
version = {0.12.2},
year = {2024}
}If you have used PriorBand as the optimizer, please use the bibtex below:
@inproceedings{mallik2023priorband,
title = {PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning},
author = {Neeratyoy Mallik and Eddie Bergman and Carl Hvarfner and Danny Stoll and Maciej Janowski and Marius Lindauer and Luigi Nardi and Frank Hutter},
year = {2023},
booktitle = {Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS 2023)},
keywords = {}
}If you have used the context-free grammar search space and the graph kernels implemented in NePS for the paper Hierarchical NAS, please use the bibtex below:
@inproceedings{schrodi2023hierarchical,
title = {Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars},
author = {Simon Schrodi and Danny Stoll and Binxin Ru and Rhea Sanjay Sukthanker and Thomas Brox and Frank Hutter},
year = {2023},
booktitle = {Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS 2023)},
keywords = {}
}