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Function-on-Function Bayesian Optimization

Published in Underline Science Inc. • Jan 7, 2026
Authors:
Association for Artificial Intelligence 2026
,
Jingru Huang
,
Manrui Jiang

Abstract

Bayesian optimization (BO) has been widely used to optimize expensive and gradient-free objective functions across various domains. However, existing BO methods have not addressed the objective where both inputs and outputs are functions, which increasingly arise in complex systems as advanced sensi...

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