Johanna Menn
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2026
Local Preferential Bayesian Optimization
The paper introduces local Preferential Bayesian Optimization (PBO) methods that adapt high-dimensional Bayesian Optimization techniques, such as trust-region and derivative-informed local search, to efficiently optimize complex, high-dimensional problems using only pairwise human feedback.
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cs.LGstat.MLRecentJun 1, 2026
Local Preferential Bayesian Optimization
Johanna Menn, Miriam Kober, Paul Brunzema, David Stenger +1 more
The paper introduces local Preferential Bayesian Optimization (PBO) methods that adapt high-dimensional Bayesian Optimization techniques, such as trust-region and derivative-informed local search, to…
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