Stefan Falkner
Stefan Falkner
Bosch Center for Artificial Intelligence
Verified email at de.bosch.com
TitleCited byYear
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
1442016
Bayesian Optimization with Robust Bayesian Neural Networks
JT Springenberg, A Klein, S Falkner, F Hutter
Advances in Neural Information Processing Systems, 4134-4142, 2016
1092016
BOHB: Robust and Efficient Hyperparameter Optimization at Scale
S Falkner, A Klein, F Hutter
arXiv preprint arXiv:1807.01774, 2018
742018
Learning curve prediction with Bayesian neural networks
A Klein, S Falkner, JT Springenberg, F Hutter
562016
Weak limit of the three-state quantum walk on the line
S Falkner, S Boettcher
Physical Review A 90 (1), 012307, 2014
302014
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
222018
Relation between random walks and quantum walks
S Boettcher, S Falkner, R Portugal
Physical Review A 91 (5), 052330, 2015
202015
One-dimensional coinless quantum walks
R Portugal, S Boettcher, S Falkner
Physical Review A 91 (5), 052319, 2015
202015
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
192018
Smac v3: Algorithm configuration in python
M Lindauer, K Eggensperger, M Feurer, S Falkner, A Biedenkapp, ...
192017
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
192015
Robo: A flexible and robust bayesian optimization framework in python
A Klein, S Falkner, N Mansur, F Hutter
NIPS 2017 Bayesian Optimization Workshop, 2017
182017
Combining hyperband and bayesian optimization
S Falkner, A Klein, F Hutter
NIPS 2017 Bayesian Optimization Workshop (Dec 2017), 2017
132017
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
92017
Practical Hyperparameter Optimization for Deep Learning
S Falkner, A Klein, F Hutter
52018
Learning to Design RNA
F Runge, D Stoll, S Falkner, F Hutter
arXiv preprint arXiv:1812.11951, 2018
42018
Finite-size corrections for ground states of Edwards-Anderson spin glasses
S Boettcher, S Falkner
EPL (Europhysics Letters) 98 (4), 47005, 2012
42012
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Articles 1–20