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), 2026   [Oral]

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Omnipresent Yet Overlooked: Heat Kernels in Combinatorial Bayesian Optimization

Colin Doumont, Victor Picheny, Viacheslav Borovitskiy, Henry Moss

Neural Information Processing Systems (NeurIPS), 2025

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