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Julien Siems
Julien Siems
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Cited by
Cited by
Year
NAS-Bench-1Shot1: Benchmarking and dissecting one-shot neural architecture search
A Zela*, J Siems*, F Hutter
International Conference on Learning Representations (ICLR), 2020
1302020
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks
A Zela*, J Siems*, L Zimmer*, J Lukasik, M Keuper, F Hutter
International Conference on Learning Representations (ICLR), 2022
112*2022
Faster training of Mask R-CNN by focusing on instance boundaries
R Zimmermann*, J Siems*
Computer Vision and Image Understanding 188, 102795, 2019
542019
NASLib: a modular and flexible neural architecture search library
M Ruchte, A Zela, JN Siems, J Grabocka, F Hutter
62020
Monotone-Value Neural Networks: Exploiting Preference Monotonicity in Combinatorial Assignment
J Weissteiner*, J Heiss*, J Siems*, S Seuken
International Joint Conference on Artificial Intelligence (IJCAI), 2022
32022
Dynamic Pruning of a Neural Network via Gradient Signal-to-Noise Ratio
J Siems, A Klein, C Archambeau, M Mahsereci
8th ICML Workshop on Automated Machine Learning (AutoML), 2021
22021
Bayesian Optimization-based Combinatorial Assignment
J Weissteiner*, J Heiss*, J Siems*, S Seuken
AAAI Conference on Artificial Intelligence (AAAI'23), 2023
12023
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
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