Stefan Falkner
Stefan Falkner
Bosch Center for Artificial Intelligence
Verified email at de.bosch.com
Title
Cited by
Cited by
Year
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets
A Klein, S Falkner, S Bartels, P Hennig, F Hutter
arXiv preprint arXiv:1605.07079, 2016
1742016
Bayesian Optimization with Robust Bayesian Neural Networks
JT Springenberg, A Klein, S Falkner, F Hutter
Advances in Neural Information Processing Systems, 4134-4142, 2016
1302016
BOHB: Robust and Efficient Hyperparameter Optimization at Scale
S Falkner, A Klein, F Hutter
arXiv preprint arXiv:1807.01774, 2018
1112018
Learning curve prediction with Bayesian neural networks
A Klein, S Falkner, JT Springenberg, F Hutter
662016
Weak limit of the three-state quantum walk on the line
S Falkner, S Boettcher
Physical Review A 90 (1), 012307, 2014
342014
Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search
A Zela, A Klein, S Falkner, F Hutter
arXiv preprint arXiv:1807.06906, 2018
312018
Practical automated machine learning for the automl challenge 2018
M Feurer, K Eggensperger, S Falkner, M Lindauer, F Hutter
International Workshop on Automatic Machine Learning at ICML, 1189-1232, 2018
232018
Smac v3: Algorithm configuration in python
M Lindauer, K Eggensperger, M Feurer, S Falkner, A Biedenkapp, ...
2017, 2017
222017
One-dimensional coinless quantum walks
R Portugal, S Boettcher, S Falkner
Physical Review A 91 (5), 052319, 2015
222015
Towards efficient Bayesian Optimization for Big Data
A Klein, S Bartels, S Falkner, P Hennig, F Hutter
NIPS 2015 workshop on Bayesian Optimization (BayesOpt 2015), 2015
212015
Relation between random walks and quantum walks
S Boettcher, S Falkner, R Portugal
Physical Review A 91 (5), 052330, 2015
202015
Robo: A flexible and robust bayesian optimization framework in python
A Klein, S Falkner, N Mansur, F Hutter
NIPS 2017 Bayesian Optimization Workshop, 2017
192017
Combining hyperband and bayesian optimization
S Falkner, A Klein, F Hutter
Proceedings of the 31st Conference on Neural Information Processing Systems …, 2017
142017
SpySMAC: automated configuration and performance analysis of SAT solvers
S Falkner, M Lindauer, F Hutter
International Conference on Theory and Applications of Satisfiability …, 2015
132015
Renormalization group for quantum walks
S Boettcher, S Falkner, R Portugal
Journal of Physics: Conference Series 473 (1), 012018, 2013
132013
Renormalization and scaling in quantum walks
S Boettcher, S Falkner, R Portugal
Physical Review A 90 (3), 032324, 2014
122014
Fast Bayesian hyperparameter optimization on large datasets
A Klein, S Falkner, S Bartels, P Hennig, F Hutter
Electronic Journal of Statistics 11 (2), 4945-4968, 2017
102017
Learning to Design RNA
F Runge, D Stoll, S Falkner, F Hutter
arXiv preprint arXiv:1812.11951, 2018
62018
Hyperparameter optimization
A Biedenkapp, K Eggensperger, T Elsken, S Falkner, M Feurer, ...
Artificial Intelligence 1, 35, 2018
62018
Finite-size corrections for ground states of Edwards-Anderson spin glasses
S Boettcher, S Falkner
EPL (Europhysics Letters) 98 (4), 47005, 2012
62012
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