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Author

Donney Fan

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#artificial intelligence Preprint Oct 2026

SABLE: Scalable Affine Bayesian Latent-space Exploration

It is shown that the off-span norm implicitly selected by affine EI can lead to underexploration, and SABLE instead prescribes it using a finite-horizon schedule, without restricting search to a learned subspace.

Erik Bodin, L. Kreusser, Donney Fan et al. · 0 citations
#machine learning Preprint Sep 2026

Search at the Cost of Sampling: Nearly-Instant Latent Space Bayesian Optimization

Generative models are increasingly central to many de novo discovery pipelines, in which designs are generated at scale and filtered through virtual screens to determine a set of candidates to experimentally validate. While Bayesian optimization (BO) is a natural fit for this setting, as it uses past evaluations to gui...

Donney Fan, Colin Doumont, Aleksandra Kalisz et al. · 3 citations

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