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Thomas Elsken
Thomas Elsken
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Title
Cited by
Cited by
Year
Neural architecture search: A survey
T Elsken, JH Metzen, F Hutter
Journal of Machine Learning Research (JMLR) 20, 2019
29642019
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution
T Elsken, JH Metzen, F Hutter
International Conference on Learning Representations (ICLR), 2019
6022019
Understanding and Robustifying Differentiable Architecture Search
A Zela, T Elsken, T Saikia, Y Marrakchi, T Brox, F Hutter
International Conference on Learning Representations (ICLR), 2020
3682020
Simple and efficient architecture search for Convolutional Neural Networks
T Elsken, JH Metzen, F Hutter
NeurIPS Meta-Learning Workshop, 2017
2862017
Meta-Learning of Neural Architectures for Few-Shot Learning
T Elsken, B Staffler, JH Metzen, F Hutter
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020
1562020
Neural Ensemble Search for Uncertainty Estimation and Dataset Shift
S Zaidi, A Zela, T Elsken, C Holmes, F Hutter, YW Teh
Advances in Neural Information Processing Systems, 2021 (NeurIPS) 2, 3, 2021
93*2021
Automated design of error-resilient and hardware-efficient deep neural networks
C Schorn, T Elsken, S Vogel, A Runge, A Guntoro, G Ascheid
Neural Computing and Applications, 2020
462020
Neural architecture search: Insights from 1000 papers
C White, M Safari, R Sukthanker, B Ru, T Elsken, A Zela, D Dey, F Hutter
arXiv preprint arXiv:2301.08727, 2023
332023
Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization
J Guerrero-Viu, S Hauns, S Izquierdo, G Miotto, S Schrodi, A Biedenkapp, ...
International Conference on Machine Learning (ICML) AutoML Workshop, 2021
26*2021
Neural Architecture Search for Dense Prediction Tasks in Computer Vision
R Mohan, T Elsken, A Zela, JH Metzen, B Staffler, T Brox, A Valada, ...
International Journal of Computer Vision (IJCV), 1-24, 2023
9*2023
Transfer NAS with meta-learned bayesian surrogates
G Shala, T Elsken, F Hutter, J Grabocka
International Conference on Learning Representations (ICLR), 2023
82023
Bag of Tricks for Neural Architecture Search
T Elsken, B Staffler, A Zela, JH Metzen, F Hutter
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Neural …, 2021
72021
Method and apparatus for automatically producing an artificial neural network
F Hutter, JH Metzen, T Elsken
US Patent 11,727,277, 2023
42023
Method and device for ascertaining a network configuration of a neural network
T Elsken, F Hutter, JH Metzen
US Patent App. 16/978,108, 2021
42021
Device and computer-implemented method for the processing of digital sensor data and training method therefor
DO Stoll, F Hutter, JH Metzen, T Elsken
US Patent App. 17/625,041, 2022
22022
Method and device for ascertaining a network configuration of a neural network
T Elsken, F Hutter, JH Metzen
US Patent App. 16/978,075, 2020
12020
Method and device for continual machine learning of a sequence of different tasks
T Elsken
US Patent App. 18/152,931, 2023
2023
Hardware/Software Co-design for embedded AI with AutoML
TE Nina Bretz, Thomas Rocznik, Dennis Rieber, Christoph Schorn
tinyML EMEA Innovation Forum, 2023
2023
Search Space Optimization in Hardware-Aware Neural Architecture Search
D Rieber, J Theissen, T Elsken
tinyML EMEA Innovation Forum, 2023
2023
Rapid, energy-saving, iterative operation of artificial neural networks
T Pfeil, T Elsken
US Patent App. 17/658,314, 2022
2022
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