References

[LJDR18]

L. Li, K. Jamieson, G. DeSalvo, A. Rostamizadeh, A. Talwalkar; Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization; https://jmlr.org/papers/v18/16-558.html

[HSSL22]

Carl Hvarfner, Danny Stoll, Artur Souza, Marius Lindauer, Frank Hutter, Luigi Nardi; πBO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization; https://arxiv.org/pdf/2204.11051.pdf

[Know06]

J. Knowles; ParEGO: A Hybrid Algorithm with on-Line Landscape Approximation for Expensive Multiobjective Optimization Problems; https://ieeexplore.ieee.org/document/1583627

[SKKS10]

N. Srinivas, S. M. Kakade, A. Krause, M. Seeger; Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design; https://arxiv.org/pdf/0912.3995.pdf