Stefan Falkner

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Frank HutterProfessor of Computer Science, University of Freiburg, GermanyVerified email at cs.uni-freiburg.de
Aaron KleinAWS Research BerlinVerified email at cs.uni-freiburg.de
Marius LindauerLeibniz University Hannover (Germany)Verified email at tnt.uni-hannover.de
Philipp HennigUniversity of Tübingen & Max Planck Institute for Intelligent SystemsVerified email at tue.mpg.de
Jost Tobias SpringenbergAlbert-Ludwigs-Universität FreiburgVerified email at informatik.uni-freiburg.de
Stefan BoettcherPhysics Department, Emory UniversityVerified email at emory.edu
Katharina EggenspergerResearcher, Machine Learning Lab, University of FreiburgVerified email at informatik.uni-freiburg.de
Matthias FeurerMachine Learning group, University of FreiburgVerified email at informatik.uni-freiburg.de
Renato PortugalLNCC - National Laboratory of Scientific ComputingVerified email at lncc.br
Arber ZelaPhD student, University of FreiburgVerified email at cs.uni-freiburg.de
Christian DanielBosch Center for Artificial IntelligenceVerified email at ias.tu-darmstadt.de
Muhammad Numair MansurMax Planck Institute for Software Systems (MPI-SWS)Verified email at mpi-sws.org
Michael VolppKarlsruhe Institute of Technology, Bosch Center for Artificial IntelligenceVerified email at kit.edu
Lukas P. FröhlichPhD Student, ETH ZurichVerified email at ethz.ch
Andreas DoerrSenior Applied Scientist @ Amazon AWS, ex. Bosch Center for AI, MPI for Intelligent SystemsVerified email at tuebingen.mpg.de
Matilde GargianiPhD at ETH ZurichVerified email at control.ee.ethz.ch
Peter KlueglAverbis GmbHVerified email at averbis.com
Kathrin SkubchBosch Center for Artificial IntelligenceVerified email at de.bosch.com
Felix BerkenkampBosch Center for AIVerified email at de.bosch.com
Lukas GrossbergerBosch Center for Artificial IntelligenceVerified email at bosch.com

Stefan Falkner

Bosch Center for Artificial Intelligence

Verified email at de.bosch.com

statistical physics quantum walks optimization spin glasses


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BOHB: Robust and efficient hyperparameter optimization at scale S Falkner, A Klein, F Hutter International Conference on Machine Learning, 1437-1446, 2018	669	2018
Fast bayesian optimization of machine learning hyperparameters on large datasets A Klein, S Falkner, S Bartels, P Hennig, F Hutter Artificial Intelligence and Statistics, 528-536, 2017	487	2017
Bayesian optimization with robust Bayesian neural networks JT Springenberg, A Klein, S Falkner, F Hutter Advances in neural information processing systems 29, 2016	353	2016
Learning curve prediction with Bayesian neural networks A Klein, S Falkner, JT Springenberg, F Hutter	168	2016
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	143	2018
Robo: A flexible and robust bayesian optimization framework in python A Klein, S Falkner, N Mansur, F Hutter NIPS 2017 Bayesian optimization workshop, 4-9, 2017	76	2017
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	75	2018
Auto-sklearn 2.0: The next generation M Feurer, K Eggensperger, S Falkner, M Lindauer, F Hutter arXiv preprint arXiv:2007.04074 24, 2020	71	2020
Smac v3: Algorithm configuration in python M Lindauer, K Eggensperger, M Feurer, S Falkner, A Biedenkapp, ... URL https://github. com/automl/SMAC3, 2017	57	2017
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	49	2017
Learning to Design RNA F Runge, D Stoll, S Falkner, F Hutter arXiv preprint arXiv:1812.11951, 2018	47	2018
Weak limit of the three-state quantum walk on the line S Falkner, S Boettcher Physical Review A 90 (1), 012307, 2014	47	2014
Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization M Volpp, LP Fröhlich, K Fischer, A Doerr, S Falkner, F Hutter, C Daniel arXiv preprint arXiv:1904.02642, 2019	34	2019
One-dimensional coinless quantum walks R Portugal, S Boettcher, S Falkner Physical Review A 91 (5), 052319, 2015	30	2015
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	28	2015
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning M Feurer, K Eggensperger, S Falkner, M Lindauer, F Hutter	26*
Combining hyperband and bayesian optimization S Falkner, A Klein, F Hutter Proceedings of the 31st Conference on Neural Information Processing Systems …, 2017	23	2017
Relation between random walks and quantum walks S Boettcher, S Falkner, R Portugal Physical Review A 91 (5), 052330, 2015	23	2015
SpySMAC: automated configuration and performance analysis of SAT solvers S Falkner, M Lindauer, F Hutter International Conference on Theory and Applications of Satisfiability …, 2015	20	2015
Practical Hyperparameter Optimization for Deep Learning S Falkner, A Klein, F Hutter	19	2018

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