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Non-stochastic Best Arm Identification and Hyperparameter Optimization

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References

2012Practical Bayesian Optimization of Machine Learning Algorithms6,690 cited
2002The Nonstochastic Multiarmed Bandit Problem2,210 cited
2012Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems1,275 cited
2014On the Complexity of Best Arm Identification in Multi-Armed Bandit Models704 cited
2009Pure Exploration in Multi-armed Bandits Problems365 cited

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2017Fast Bayesian hyperparameter optimization on large datasets67 cited
2021Promoting Fairness through Hyperparameter Optimization28 cited
2024Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML24 cited

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