2023
|
Shala, Gresa; Elsken, Thomas; Hutter, Frank; Grabocka, Josif Transfer NAS with Meta-learned Bayesian Surrogates Inproceedings In: The Eleventh International Conference on Learning Representations, 2023, (top 5% of accepted papers). @inproceedings{shala2023transfer,
title = {Transfer NAS with Meta-learned Bayesian Surrogates},
author = {Gresa Shala and Thomas Elsken and Frank Hutter and Josif Grabocka},
year = {2023},
booktitle = {The Eleventh International Conference on Learning Representations},
keywords = {}
}
|
White, Colin; Safari, Mahmoud; Sukthanker, Rhea; Ru, Binxin; Elsken, Thomas; Zela, Arber; Dey, Debadeepta; Hutter, Frank Neural Architecture Search: Insights from 1000 Papers Online 2023, visited: 20.01.2023. @online{white2023neural,
title = {Neural Architecture Search: Insights from 1000 Papers},
author = {Colin White and Mahmoud Safari and Rhea Sukthanker and Binxin Ru and Thomas Elsken and Arber Zela and Debadeepta Dey and Frank Hutter},
year = {2023},
keywords = {}
}
|
2022
|
Shala, Gresa; Elsken, Thomas; Hutter, Frank; Grabocka, Josif Transfer NAS with Meta-learned Bayesian Surrogates Inproceedings In: Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems, 2022. @inproceedings{shala2022transfer,
title = {Transfer NAS with Meta-learned Bayesian Surrogates},
author = {Gresa Shala and Thomas Elsken and Frank Hutter and Josif Grabocka},
year = {2022},
booktitle = {Sixth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems},
keywords = {}
}
|
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. @inproceedings{viu-automlicml21a,
title = {Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization},
author = {Sergio Izquierdo and Julia Guerrero-Viu and Sven Hauns and Guilherme Miotto and Simon Schrodi and André Biedenkapp and Thomas Elsken and Difan Deng and Marius Lindauer and Frank Hutter},
year = {2021},
booktitle = {Workshop on Automated Machine Learning (AutoML@ICML'21)},
journal = {Workshop on Automated Machine Learning (AutoML@ICML'21)},
keywords = {}
}
|
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. @article{elsken2021bag,
title = {Bag of Tricks for Neural Architecture Search},
author = {Thomas Elsken and Benedikt Staffler and Arber Zela and Jan Hendrik Metzen and Frank Hutter},
year = {2021},
journal = {Proceedings of the CVPR 2021 Workshop on Neural Architecture Search (CVPR-NAS '21)},
keywords = {}
}
|
Zaidi, Sheheryar; Zela, Arber; Elsken, Thomas; Holmes, Christopher C.; Hutter, Frank; Teh, Yee Whye Neural Ensemble Search for Uncertainty Estimation and Dataset Shift Inproceedings In: Thirty-Fifth Conference on Neural Information Processing Systems, 2021. @inproceedings{zaidi2021neural,
title = {Neural Ensemble Search for Uncertainty Estimation and Dataset Shift},
author = {Sheheryar Zaidi and Arber Zela and Thomas Elsken and Christopher C. Holmes and Frank Hutter and Yee Whye Teh},
year = {2021},
booktitle = {Thirty-Fifth Conference on Neural Information Processing Systems},
keywords = {}
}
|
2020
|
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). @article{zaidi20,
title = {Neural Ensemble Search for Performant and Calibrated Predictions},
author = {Sheheryar Zaidi and Arber Zela and Thomas Elsken and Chris Holmes and Frank Hutter and Yee Whye Teh},
year = {2020},
journal = {Workshop on Uncertainty and Robustness in Deep Learning (UDL@ICML`20)},
keywords = {}
}
|
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%)). @inproceedings{Elsken_2020_CVPR,
title = {Meta-Learning of Neural Architectures for Few-Shot Learning},
author = {Thomas Elsken and Benedikt Staffler and Jan Hendrik Metzen and Frank Hutter},
year = {2020},
booktitle = {The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
keywords = {}
}
|
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. @article{Schorn2020AutomatedDO,
title = {Automated design of error-resilient and hardware-efficient deep neural networks},
author = {Christoph Schorn and Thomas Elsken and Sebastian Vogel and Armin Runge and Andre Guntoro and Gerd Ascheid},
year = {2020},
journal = {Neural Computing and Applications},
pages = {1 - 19},
keywords = {}
}
|
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%)). @inproceedings{Zela2020Understanding,
title = {Understanding and Robustifying Differentiable Architecture Search},
author = {Arber Zela and Thomas Elsken and Tonmoy Saikia and Yassine Marrakchi and Thomas Brox and Frank Hutter},
year = {2020},
booktitle = {International Conference on Learning Representations},
keywords = {}
}
|
2019
|
Elsken, Thomas; Metzen, Jan Hendrik; Hutter, Frank Neural Architecture Search: A Survey Journal Article In: Journal of Machine Learning Research, vol. 20, no. 55, pp. 1-21, 2019. @article{elsken-jmlr19a,
title = {Neural Architecture Search: A Survey},
author = {Thomas Elsken and Jan Hendrik Metzen and Frank Hutter},
year = {2019},
journal = {Journal of Machine Learning Research},
volume = {20},
number = {55},
pages = {1-21},
keywords = {}
}
|
Elsken, Thomas; Metzen, Jan Hendrik; Hutter, Frank Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution Inproceedings In: International Conference on Learning Representations, 2019. @inproceedings{elsken2019efficient,
title = {Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution},
author = {Thomas Elsken and Jan Hendrik Metzen and Frank Hutter},
year = {2019},
booktitle = {International Conference on Learning Representations},
keywords = {}
}
|
2018
|
Elsken, Thomas; Metzen, Jan Hendrik; Hutter, Frank Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution Journal Article In: ArXiv e-prints, vol. 1804.09081, 2018. @article{elsken-nas-arxiv18a,
title = {Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution},
author = {Thomas Elsken and Jan Hendrik Metzen and Frank Hutter},
year = {2018},
journal = {ArXiv e-prints},
volume = {1804.09081},
keywords = {}
}
|
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. @inproceedings{elsken_nas_mtl17a,
title = {Simple And Efficient Architecture Search for Convolutional Neural Networks},
author = {Thomas Elsken and Jan Hendrik Metzen and Frank Hutter},
year = {2017},
booktitle = {NIPS Workshop on Meta-Learning},
keywords = {}
}
|
