Julien Siems
Julien Siems
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NAS-Bench-1Shot1: Benchmarking and dissecting one-shot neural architecture search
A Zela*, J Siems*, F Hutter
International Conference On Learning Representations 2020, 2020
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
Faster training of Mask R-CNN by focusing on instance boundaries
R Zimmermann*, J Siems*
Computer Vision and Image Understanding 188, 102795, 2019
NASLib: a modular and flexible neural architecture search library
M Ruchte, A Zela, JN Siems, J Grabocka, F Hutter
Monotone-Value Neural Networks: Exploiting Preference Monotonicity in Combinatorial Assignment
J Weissteiner, J Heiss, J Siems, S Seuken
arXiv preprint arXiv:2109.15117, 2021
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
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Articles 1–6