Scalable Derivative Gaussian Processes via Exact Gradient Reduction

Hyunseok Seung, Matthias Katzfuss

Gradient observations can substantially improve Gaussian process (GP) surrogates, particularly in high-dimensional settings where function evaluations are expensive. However, exact…