Standard Gaussian Process Can Be Excellent for High-Dimensional Bayesian Optimization

1 code implementation • 5 Feb 2024 • Zhitong Xu, Shandian Zhe

Contrary to the stereotype, we found that standard GP equipped with Mat\'ern kernels can serve as a capable surrogate for learning high-dimensional functions.

Bayesian Optimization