Squirrel: A Switching Hyperparameter Optimizer

Publikation: Arbeitspapier/PreprintPreprint

Autoren

  • Noor Awad
  • Gresa Shala
  • Difan Deng
  • Neeratyoy Mallik
  • Matthias Feurer
  • Katharina Eggensperger
  • André Biedenkapp
  • Diederick Vermetten
  • Hao Wang
  • Carola Doerr
  • Marius Lindauer
  • Frank Hutter

Externe Organisationen

  • Albert-Ludwigs-Universität Freiburg
  • Leiden University
  • Sorbonne Université
  • Bosch Center for Artificial Intelligence (BCAI)
Forschungs-netzwerk anzeigen

Details

OriginalspracheEnglisch
Seitenumfang3
PublikationsstatusElektronisch veröffentlicht (E-Pub) - 16 Dez. 2020

Abstract

In this short note, we describe our submission to the NeurIPS 2020 BBO challenge. Motivated by the fact that different optimizers work well on different problems, our approach switches between different optimizers. Since the team names on the competition's leaderboard were randomly generated "alliteration nicknames", consisting of an adjective and an animal with the same initial letter, we called our approach the Switching Squirrel, or here, short, Squirrel.

Zitieren

Squirrel: A Switching Hyperparameter Optimizer. / Awad, Noor; Shala, Gresa; Deng, Difan et al.
2020.

Publikation: Arbeitspapier/PreprintPreprint

Awad, N, Shala, G, Deng, D, Mallik, N, Feurer, M, Eggensperger, K, Biedenkapp, A, Vermetten, D, Wang, H, Doerr, C, Lindauer, M & Hutter, F 2020 'Squirrel: A Switching Hyperparameter Optimizer'. <https://arxiv.org/abs/2012.08180>
Awad, N., Shala, G., Deng, D., Mallik, N., Feurer, M., Eggensperger, K., Biedenkapp, A., Vermetten, D., Wang, H., Doerr, C., Lindauer, M., & Hutter, F. (2020). Squirrel: A Switching Hyperparameter Optimizer. Vorabveröffentlichung online. https://arxiv.org/abs/2012.08180
Awad N, Shala G, Deng D, Mallik N, Feurer M, Eggensperger K et al. Squirrel: A Switching Hyperparameter Optimizer. 2020 Dez 16. Epub 2020 Dez 16.
Awad, Noor ; Shala, Gresa ; Deng, Difan et al. / Squirrel : A Switching Hyperparameter Optimizer. 2020.
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AU - Mallik, Neeratyoy

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AU - Eggensperger, Katharina

AU - Biedenkapp, André

AU - Vermetten, Diederick

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AU - Doerr, Carola

AU - Lindauer, Marius

AU - Hutter, Frank

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