% Bibliography for the native HPO optimizer (optimization role).
% One entry per sampler/pruner; grows as F1–F4 land. See
% docs/FINETUNING_ROADMAP.md §5 for the full mapping.

@article{bergstra2012random,
  author  = {Bergstra, James and Bengio, Yoshua},
  title   = {Random Search for Hyper-Parameter Optimization},
  journal = {Journal of Machine Learning Research},
  volume  = {13},
  pages   = {281--305},
  year    = {2012}
}

@article{sobol1967distribution,
  author  = {Sobol', Ilya M.},
  title   = {On the distribution of points in a cube and the approximate
             evaluation of integrals},
  journal = {USSR Computational Mathematics and Mathematical Physics},
  volume  = {7},
  number  = {4},
  pages   = {86--112},
  year    = {1967}
}

@article{joe2008sobol,
  author  = {Joe, Stephen and Kuo, Frances Y.},
  title   = {Constructing Sobol Sequences with Better Two-Dimensional
             Projections},
  journal = {SIAM Journal on Scientific Computing},
  volume  = {30},
  number  = {5},
  pages   = {2635--2654},
  year    = {2008}
}

@article{joe2003remark,
  author  = {Joe, Stephen and Kuo, Frances Y.},
  title   = {Remark on Algorithm 659: Implementing Sobol's Quasirandom
             Sequence Generator},
  journal = {ACM Transactions on Mathematical Software},
  volume  = {29},
  number  = {1},
  pages   = {49--57},
  year    = {2003}
}

@article{mckay1979lhs,
  author  = {McKay, Michael D. and Beckman, Richard J. and Conover, William J.},
  title   = {A Comparison of Three Methods for Selecting Values of Input
             Variables in the Analysis of Output from a Computer Code},
  journal = {Technometrics},
  volume  = {21},
  number  = {2},
  pages   = {239--245},
  year    = {1979}
}

@inproceedings{jamieson2016nonstochastic,
  author    = {Jamieson, Kevin and Talwalkar, Ameet},
  title     = {Non-stochastic Best Arm Identification and Hyperparameter
               Optimization},
  booktitle = {AISTATS},
  year      = {2016}
}

@article{li2018hyperband,
  author  = {Li, Lisha and Jamieson, Kevin and DeSalvo, Giulia and
             Rostamizadeh, Afshin and Talwalkar, Ameet},
  title   = {Hyperband: A Novel Bandit-Based Approach to Hyperparameter
             Optimization},
  journal = {Journal of Machine Learning Research},
  volume  = {18},
  pages   = {1--52},
  year    = {2018}
}

@inproceedings{li2020asha,
  author    = {Li, Liam and Jamieson, Kevin and Rostamizadeh, Afshin and
               Gonina, Ekaterina and Ben-tzur, Jonathan and Hardt, Moritz and
               Recht, Benjamin and Talwalkar, Ameet},
  title     = {A System for Massively Parallel Hyperparameter Tuning},
  booktitle = {Proceedings of Machine Learning and Systems (MLSys)},
  year      = {2020}
}

@inproceedings{golovin2017vizier,
  author    = {Golovin, Daniel and Solnik, Benjamin and Moitra, Subhodeep and
               Kochanski, Greg and Karro, John and Sculley, D.},
  title     = {Google Vizier: A Service for Black-Box Optimization},
  booktitle = {KDD},
  year      = {2017}
}

@article{hansen2001cmaes,
  author  = {Hansen, Nikolaus and Ostermeier, Andreas},
  title   = {Completely Derandomized Self-Adaptation in Evolution Strategies},
  journal = {Evolutionary Computation},
  volume  = {9},
  number  = {2},
  pages   = {159--195},
  year    = {2001}
}

@inproceedings{bergstra2011tpe,
  author    = {Bergstra, James and Bardenet, R{\'e}mi and Bengio, Yoshua and
               K{\'e}gl, Bal{\'a}zs},
  title     = {Algorithms for Hyper-Parameter Optimization},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year      = {2011}
}

@article{jones1998ego,
  author  = {Jones, Donald R. and Schonlau, Matthias and Welch, William J.},
  title   = {Efficient Global Optimization of Expensive Black-Box Functions},
  journal = {Journal of Global Optimization},
  volume  = {13},
  number  = {4},
  pages   = {455--492},
  year    = {1998}
}

@book{rasmussen2006gp,
  author    = {Rasmussen, Carl Edward and Williams, Christopher K. I.},
  title     = {Gaussian Processes for Machine Learning},
  publisher = {MIT Press},
  year      = {2006}
}

@article{leardi1998ga,
  author  = {Leardi, Riccardo and Lupi{\'a}{\~n}ez Gonz{\'a}lez, Amparo},
  title   = {Genetic algorithms applied to feature selection in PLS
             regression: how and when to use them},
  journal = {Chemometrics and Intelligent Laboratory Systems},
  volume  = {41},
  number  = {2},
  pages   = {195--207},
  year    = {1998}
}

@inproceedings{kennedy1997binarypso,
  author    = {Kennedy, James and Eberhart, Russell C.},
  title     = {A discrete binary version of the particle swarm algorithm},
  booktitle = {IEEE International Conference on Systems, Man, and Cybernetics},
  pages     = {4104--4108},
  year      = {1997}
}