2020
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Zaidi, Sheheryar and Zela, Arber and Elsken, Thomas and Holmes, Chris and Hutter, Frank and Teh, Yee Whye (arXiv)(pdf)(slides)(bib)
Neural Ensemble Search for Performant and Calibrated Predictions
In: Workshop on Uncertainty and Robustness in Deep Learning (UDL@ICML`20) (2020)
Oral Presentation (Video presentation)(Code)
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Elsken, Thomas and Staffler, Benedikt and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(published)(pdf)(bib)
Meta-Learning of Neural Architectures for Few-Shot Learning
In: The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Oral Presentation (Top 6%)
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Zela, Arber and Elsken, Thomas and Saikia, Tonmoy and Marrakchi, Yassine and Brox, Thomas and Hutter, Frank (arXiv)(published)(pdf)(slides)(bib)
Understanding and Robustifying Differentiable Architecture Search
In: International Conference on Learning Representations
Oral Presentation (Top 7%)
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Schorn, Christoph and Elsken, Thomas and Vogel, Sebastian and Runge, Armin and Guntoro, Andre and Ascheid, Gerd (arXiv)(published)(pdf)(bib)
Automated design of error-resilient and hardware-efficient deep neural networks
In: Neural Computing and Applications (2020): 1 - 19
2019
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Elsken, Thomas and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(pdf)(bib)
Neural Architecture Search: A Survey
In: Journal of Machine Learning Research 20.55 (2019): 1-21
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Elsken, Thomas and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(published)(bib)
Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution
In: International Conference on Learning Representations
2018
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Elsken, Thomas and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(bib)
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution
In: ArXiv e-prints 1804.09081 (2018)
2017
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Elsken, Thomas and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(pdf)(bib)
Simple And Efficient Architecture Search for Convolutional Neural Networks
In: NIPS Workshop on Meta-Learning