Arber Zela
Arber Zela
Bestätigte E-Mail-Adresse bei cs.uni-freiburg.de
Titel
Zitiert von
Zitiert von
Jahr
Understanding and Robustifying Differentiable Architecture Search
A Zela, T Elsken, T Saikia, Y Marrakchi, T Brox, F Hutter
In: International Conference on Learning Representations (ICLR) (Oral), 2020
139*2020
Towards automated deep learning: Efficient joint neural architecture and hyperparameter search
A Zela, A Klein, S Falkner, F Hutter
AutoML Workshop, ICML 2018, 2018
912018
NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search
A Zela*, J Siems*, F Hutter
In: International Conference on Learning Representations (ICLR), 2020
682020
Autodispnet: Improving disparity estimation with automl
T Saikia, Y Marrakchi, A Zela, F Hutter, T Brox
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2019
352019
NAS-Bench-301 and the Case for Surrogate Benchmarks for Neural Architecture Search
J Siems*, L Zimmer*, A Zela, J Lukasik, M Keuper, F Hutter
arXiv preprint arXiv:2008.09777, 2020
302020
Neural ensemble search for performant and calibrated predictions
S Zaidi*, A Zela*, T Elsken, C Holmes, F Hutter, YW Teh
arXiv preprint arXiv:2006.08573, 2020
172020
Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019
Z Liu, A Pavao, Z Xu, S Escalera, F Ferreira, I Guyon, S Hong, F Hutter, ...
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021
32021
Smooth variational graph embeddings for efficient neural architecture search
J Lukasik, D Friede, A Zela, H Stuckenschmidt, F Hutter, M Keuper
International Joint Conference on Neural Networks (IJCNN), 2021, 2020
32020
How Powerful are Performance Predictors in Neural Architecture Search?
C White, A Zela, B Ru, Y Liu, F Hutter
arXiv preprint arXiv:2104.01177, 2021
22021
NASLib: A Modular and Flexible Neural Architecture Search Library
M Ruchte*, A Zela*, J Siems, J Grabocka, F Hutter
1
Method, device and computer program for predicting a suitable configuration of a machine learning system for a training data set
A Zela, F Hutter, J Siems, L Zimmer
US Patent App. 16/950,570, 2021
2021
Multi-headed Neural Ensemble Search
AR Narayanan, A Zela, T Saikia, T Brox, F Hutter
Workshop on Uncertainty and Robustness in Deep Learning @ICML 2021, 2021
2021
Bag of Tricks for Neural Architecture Search
T Elsken, B Staffler, A Zela, JH Metzen, F Hutter
CVPR Workshop on Neural Architecture Search: 1st Lightweight NAS Challenge …, 2021
2021
Towards Benchmarking and Dissecting One-shot Neural Architecture Search
J Siems, A Zela, F Hutter
Cell 1, 1, 0
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