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2018

  • Falkner, Stefan and Klein, Aaron and Hutter, Frank (published)(pdf)(supplementary)(poster)(bib)
    BOHB: Robust and Efficient Hyperparameter Optimization at Scale
    In: Proceedings of the 35th International Conference on Machine Learning
  • Feurer, M. and Eggensperger, K. and Falkner, S. and Lindauer, M. and Hutter, F. (pdf)(bib)
    Practical Automated Machine Learning for the AutoML Challenge 2018
    In: ICML 2018 AutoML Workshop

2017

  • Falkner, S. and Klein, A. and Hutter, F. (pdf)(bib)
    Combining Hyperband and Bayesian Optimization
    In: NIPS 2017 Bayesian Optimization Workshop
  • Klein, A. and Falkner, S. and Mansur, N. and Hutter, F. (pdf)(bib)
    RoBO: A Flexible and Robust Bayesian Optimization Framework in Python
    In: NIPS 2017 Bayesian Optimization Workshop
  • Klein, A. and Falkner, S. and Springenberg, J. T. and Hutter, F. (pdf)(bib)
    Learning Curve Prediction with Bayesian Neural Networks
    In: International Conference on Learning Representations (ICLR) 2017 Conference Track
  • Klein, A. and Falkner, S. and Bartels, S. and Hennig, P. and Hutter, F. (pdf)(bib)
    Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets
    In: Proceedings of the AISTATS conference
  • Klein, A. and Falkner, S. and Bartels, S. and Hennig, P. and Hutter, F. (pdf)(bib)
    Fast Bayesian hyperparameter optimization on large datasets
    In: Electronic Journal of Statistics

2016

  • Springenberg, J. T. and Klein, A. and Falkner, S. and Hutter, F. (pdf)(supplementary)(bib)
    Bayesian optimization with robust Bayesian neural networks
    In: Advances in Neural Information Processing Systems 29

2015

  • Klein, A. and Bartels, S. and Falkner, S. and Hennig, P. and Hutter, F. (pdf)(bib)
    Towards efficient Bayesian Optimization for Big Data
    In: NIPS 2015 Bayesian Optimization Workshop
  • Falkner, S. and Lindauer, M. and Hutter, F. (pdf)(bib)
    SpySMAC: Automated Configuration and Performance Analysis of SAT Solvers
    In: Proceedings of the International Conference on Satisfiability Solving (SAT'15)