Despite their many desirable properties, Gaussian processes (GPs) are of...
Bayesian optimization (BO) is among the most effective and widely-used
b...
We introduce a model-based asynchronous multi-fidelity hyperparameter
op...
We formalize the problem of learning interdomain correspondences in the
...