Alumni

Thomas Elsken

Postal address
Institut für Informatik
Albert-Ludwigs-Universität Freiburg
Sekretariat Hutter/Maschinelles Lernen
Georges-Köhler-Allee 074
79110 Freiburg, Germany
Fax
+49 761 203-74217
Office
Building 74, Room 00-016
Marker

Publications

2021

Izquierdo, Sergio; Guerrero-Viu, Julia; Hauns, Sven; Miotto, Guilherme; Schrodi, Simon; Biedenkapp, André; Elsken, Thomas; Deng, Difan; Lindauer, Marius; Hutter, Frank

Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization Inproceedings

In: Workshop on Automated Machine Learning (AutoML@ICML'21), 2021.

Elsken, Thomas; Staffler, Benedikt; Zela, Arber; Metzen, Jan Hendrik; Hutter, Frank

Bag of Tricks for Neural Architecture Search Journal Article

In: Proceedings of the CVPR 2021 Workshop on Neural Architecture Search (CVPR-NAS '21), 2021.

Guerrero-Viu, Julia; Hauns, Sven; Izquierdo, Sergio; Miotto, Guilherme; Schrodi, Simon; é, Andr; Elsken, Thomas; Deng, Difan; Lindauer, Marius; Hutter, Frank

Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization Inproceedings

In: 2021.

2020

Elsken, Thomas; Staffler, Benedikt; Metzen, Jan Hendrik; Hutter, Frank

Meta-Learning of Neural Architectures for Few-Shot Learning Inproceedings

In: The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, (Oral Presentation (Top 6%)).

Zaidi, Sheheryar; Zela, Arber; Elsken, Thomas; Holmes, Chris; Hutter, Frank; Teh, Yee Whye

Neural Ensemble Search for Performant and Calibrated Predictions Journal Article

In: Workshop on Uncertainty and Robustness in Deep Learning (UDL@ICML`20), 2020, (Oral Presentation).

Schorn, Christoph; Elsken, Thomas; Vogel, Sebastian; Runge, Armin; Guntoro, Andre; Ascheid, Gerd

Automated design of error-resilient and hardware-efficient deep neural networks Journal Article

In: Neural Computing and Applications, pp. 1 - 19, 2020.

Zela, Arber; Elsken, Thomas; Saikia, Tonmoy; Marrakchi, Yassine; Brox, Thomas; Hutter, Frank

Understanding and Robustifying Differentiable Architecture Search Inproceedings

In: International Conference on Learning Representations, 2020, (Oral Presentation (Top 7%)).

2019

Elsken, Thomas; Metzen, Jan Hendrik; Hutter, Frank

Neural Architecture Search: A Survey Journal Article

In: Journal of Machine Learning Research, 20 (55), pp. 1-21, 2019.

Elsken, Thomas; Metzen, Jan Hendrik; Hutter, Frank

Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution Inproceedings

In: International Conference on Learning Representations, 2019.

2018

Elsken, Thomas; Metzen, Jan Hendrik; Hutter, Frank

Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution Journal Article

In: ArXiv e-prints, 1804.09081 , 2018.

2017

Elsken, Thomas; Metzen, Jan Hendrik; Hutter, Frank

Simple And Efficient Architecture Search for Convolutional Neural Networks Inproceedings

In: NIPS Workshop on Meta-Learning, 2017.