Thomas Elsken

PhD thesis, 2021

Bag of Tricks for Neural Architecture Search.

[BibT_eX]

[DOI]

CoRR, 2021

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

[BibT_eX]

[DOI]

CoRR, 2021

Neural Ensemble Search for Uncertainty Estimation and Dataset Shift.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2020

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

[BibT_eX]

[DOI]

Neural Comput. Appl., 2020

Neural Ensemble Search for Performant and Calibrated Predictions.

[BibT_eX]

[DOI]

CoRR, 2020

Understanding and Robustifying Differentiable Architecture Search.

[BibT_eX]

[DOI]

Proceedings of the 8th International Conference on Learning Representations, 2020

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

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019

Neural Architecture Search: A Survey.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2019

Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution.

[BibT_eX]

[DOI]

Proceedings of the 7th International Conference on Learning Representations, 2019

Neural Architecture Search.

[BibT_eX]

[DOI]

Proceedings of the Automated Machine Learning - Methods, Systems, Challenges, 2019

2018

Multi-objective Architecture Search for CNNs.

[BibT_eX]

[DOI]

CoRR, 2018

Simple and efficient architecture search for Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 6th International Conference on Learning Representations, 2018

1999

Smaller nets may perform better: special transfer functions.

[BibT_eX]

[DOI]

Neural Networks, 1999

1997

Even on Finite Test Sets Smaller Nets may Perform Better.

[BibT_eX]

[DOI]