Citations

Citation of The Software

For citing NePS, please refer to the following:

APA Style

Stoll, D., Mallik, N., Schrodi, S., Janowski, M., Garibov, S., Abou Chakra, T., Rogalla, D., Bergman, E., Hvarfner, C., Binxin, R., Kober, N., Vallaeys, T., & Hutter, F. (2023). Neural Pipeline Search (NePS) (Version 0.11.0) [Computer software]. https://github.com/automl/neps

BibTex Style

@software{Stoll_Neural_Pipeline_Search_2023,
author = {Stoll, Danny and Mallik, Neeratyoy and Schrodi, Simon and Janowski, Maciej and Garibov, Samir and Abou Chakra, Tarek and Rogalla, Daniel and Bergman, Eddie and Hvarfner, Carl and Binxin, Ru and Kober, Nils and Vallaeys, Théophane and Hutter, Frank},
month = oct,
title = {{Neural Pipeline Search (NePS)}},
url = {https://github.com/automl/neps},
version = {0.11.0},
year = {2023}
}

Citation of Papers

PriorBand

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 = {}
}

Hierarchichal NAS with Context-free Grammars

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 = {}
}