JMLR Special Topic on Bayesian Optimization

Using Simulation to Improve Sample-Efficiency of Bayesian Optimization for Bipedal Robots

Akshara Rai, Rika Antonova, Franziska Meier, Christopher G. Atkeson; (49):1−24, 2019.
[abs][pdf][bib]

No-Regret Bayesian Optimization with Unknown Hyperparameters

Felix Berkenkamp, Angela P. Schoellig, Andreas Krause; (50):1−24, 2019.
[abs][pdf][bib]

ADMMBO: Bayesian Optimization with Unknown Constraints using ADMM

Setareh Ariafar, Jaume Coll-Font, Dana Brooks, Jennifer Dy; (123):1−26, 2019.
[abs][pdf][bib]      [code]

Bayesian Optimization for Policy Search via Online-Offline Experimentation

Benjamin Letham, Eytan Bakshy; (145):1−30, 2019.
[abs][pdf][bib]      [appendix]