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 amazon.com
Marius LindauerLeibniz University Hannover (Germany), Institute of Artificial Intelligence, L3S Research CenterVerified email at ai.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
Katharina EggenspergerResearcher, University of TübingenVerified email at uni-tuebingen.de
Matthias FeurerStatistical Learning and Data Science, Department of Statistics, LMU Munich & Munich Center forVerified email at stat.uni-muenchen.de
Stefan BoettcherPhysics Department, Emory UniversityVerified email at emory.edu
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 MansurAmazon Web ServicesVerified email at amazon.de
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 GargianiETH ZurichVerified email at control.ee.ethz.ch
Peter KlueglAverbis GmbHVerified email at averbis.com
Margret KeuperUniversity of SiegenVerified email at cs.uni-freiburg.de
Kathrin SkubchBosch Center for Artificial IntelligenceVerified email at de.bosch.com
Felix BerkenkampBosch Center for AIVerified email at de.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	894	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	580	2017
Bayesian optimization with robust Bayesian neural networks JT Springenberg, A Klein, S Falkner, F Hutter Advances in neural information processing systems 29, 2016	416	2016
Learning curve prediction with Bayesian neural networks A Klein, S Falkner, JT Springenberg, F Hutter International Conference on Learning Representations, 2017	209	2017
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	182	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	105	2020
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning M Feurer, K Eggensperger, S Falkner, M Lindauer, F Hutter	96*
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	87	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	82	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	65	2017
Smac v3: Algorithm configuration in python M Lindauer, K Eggensperger, M Feurer, S Falkner, A Biedenkapp, ... URL https://github. com/automl/SMAC3, 2017	60	2017
Learning to Design RNA F Runge, D Stoll, S Falkner, F Hutter arXiv preprint arXiv:1812.11951, 2018	54	2018
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	49	2019
Weak limit of the three-state quantum walk on the line S Falkner, S Boettcher Physical Review A 90 (1), 012307, 2014	48	2014
One-dimensional coinless quantum walks R Portugal, S Boettcher, S Falkner Physical Review A 91 (5), 052319, 2015	31	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	30	2015
Combining hyperband and bayesian optimization S Falkner, A Klein, F Hutter Proceedings of the 31st Conference on Neural Information Processing Systems …, 2017	28	2017
Optimizing neural networks for patent classification L Abdelgawad, P Kluegl, E Genc, S Falkner, F Hutter Machine Learning and Knowledge Discovery in Databases: European Conference …, 2020	26	2020
Relation between random walks and quantum walks S Boettcher, S Falkner, R Portugal Physical Review A 91 (5), 052330, 2015	24	2015
SpySMAC: Automated Configuration and Performance Analysis of SAT Solvers S Falkner, M Lindauer, F Hutter Theory and Applications of Satisfiability Testing--SAT 2015: 18th …, 2015	23	2015

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