Omnipresent Yet Overlooked: Heat Kernels in Combinatorial Bayesian Optimization

Colin Doumont, Victor Picheny, Viacheslav Borovitskiy, Henry Moss

Neural Information Processing Systems (NeurIPS), 2025

We Still Don’t Understand High-Dimensional Bayesian Optimization

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

[Under review]