We Still Don't Understand High-Dimensional Bayesian Optimization

Colin Doumont, Donney Fan, Natalie Maus, Jacob R. Gardner, Henry Moss, Geoff Pleiss

International Conference on Artificial Intelligence and Statistics (AISTATS)
[Best Student Paper Award]

Omnipresent Yet Overlooked: Heat Kernels in Combinatorial Bayesian Optimization

Colin Doumont, Victor Picheny, Viacheslav Borovitskiy, Henry Moss

Neural Information Processing Systems (NeurIPS)

Conditioning Gaussian Processes on Almost Anything

H. Moss*, L. Astfalck*, T. Cowperthwaite, Colin Doumont, S. Willis, P. Hennig, C. Nemeth, A. Zammit-Mangion

arXiv preprint