Black-box Optimization

Diff-BBO: Diffusion-Based Inverse Modeling for Black-Box Optimization
(NeurIPS 2024 BDU) We propose an inverse modeling approach for efficient online black-box optimization by resorting to classifier-free conditional diffusion models with a novel uncertainty-aware acquisition function.
Dongxia Wu*, Nikki Lijing Kuang*, Ruijia Niu, Yi-An Ma, Rose Yu
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Diff-BBO: Diffusion-Based Inverse Modeling for Black-Box Optimization