Katarzyna (Kasia) Kobalczyk
Katarzyna (Kasia) Kobalczyk
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bayesian optimization
LILO: Bayesian Optimization with Natural Language Feedback
This work introduces a novel language-in-the-loop framework that leverages large language models to transform free-form textual feedback into scalar utilities, enabling principled bayesian optimization with Gaussian Processes.
Kasia Kobalczyk
,
Zhiyuan Jerry Lin
,
Benjamin Letham
,
Zhuokai Zhao
,
Maximilian Balandat
,
Eytan Bakshy
May 12, 2026
openreview
arXiv
code