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Arber Zela
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Zitiert von
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Understanding and Robustifying Differentiable Architecture Search
A Zela, T Elsken, T Saikia, Y Marrakchi, T Brox, F Hutter
International Conference on Learning Representations (ICLR) (Oral), 2020
1652020
Towards automated deep learning: Efficient joint neural architecture and hyperparameter search
A Zela, A Klein, S Falkner, F Hutter
International Conference on Machine Learning (ICML) 2018, AutoML Workshop, 2018
1382018
NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search
A Zela*, J Siems*, F Hutter
International Conference on Learning Representations (ICLR), 2020
1112020
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks
A Zela*, JN Siems*, L Zimmer*, J Lukasik, M Keuper, F Hutter
International Conference on Learning Representations (ICLR), 2021
79*2021
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
532019
Neural ensemble search for uncertainty estimation and dataset shift
S Zaidi*, A Zela*, T Elsken, CC Holmes, F Hutter, Y Teh
Advances in Neural Information Processing Systems 35, 2021
42*2021
How Powerful are Performance Predictors in Neural Architecture Search?
C White, A Zela, B Ru, Y Liu, F Hutter
Advances in Neural Information Processing Systems 35, 2021
212021
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 43 (9), 3108-3125, 2021
92021
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
62020
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
32021
NASLib: A Modular and Flexible Neural Architecture Search Library
M Ruchte*, A Zela*, J Siems, J Grabocka, F Hutter
3
NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy
Y Mehta*, C White*, A Zela, A Krishnakumar, G Zabergja, S Moradian, ...
International Conference on Learning Representations (ICLR), 2022
12022
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
12021
Method, device and computer program for creating a neural network
A Zela, F Hutter, T Brox, T Saikia, Y Marrakchi
US Patent App. 17/421,886, 2022
2022
Neural Architecture Search for Dense Prediction Tasks in Computer Vision
T Elsken, A Zela, JH Metzen, B Staffler, T Brox, A Valada, F Hutter
arXiv preprint arXiv:2202.07242, 2022
2022
Method and device for creating a system for the automated creation of machine learning systems
M Lindauer, A Zela, DO Stoll, F Ferreira, F Hutter, T Nierhoff
US Patent App. 17/366,639, 2022
2022
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
Group Sparsity: A Unified Framework for Network Pruning and Neural Architecture Search
A Chatzimichailidis, SS Arber Zela, P Labus, J Keuper, F Hutter, Y Yang
CVPR2021-NAS: Computer Society Conference on Computer Vision and Pattern …, 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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