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most citedGlobal Optimization of Gaussian Process Acquisition Functions Using a Piecewise-Linear Kernel Approximation

1 citations · 1 across the 4 of their papers we have counts for

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math.OC2025

BoGrape: Bayesian optimization over graphs with shortest-path encoded

Yilin Xie, Shiqiang Zhang, Jixiang Qing +2

Graph-structured data are central to many scientific and industrial applications where the goal is to optimize expensive black-box objectives defined over graph structures or node…

math.OC2024★ 1 cited

Global Optimization of Gaussian Process Acquisition Functions Using a Piecewise-Linear Kernel Approximation

Yilin Xie, Shiqiang Zhang, Joel A. Paulson +1

Bayesian optimization relies on iteratively constructing and optimizing an acquisition function. The latter turns out to be a challenging, non-convex optimization problem itself. D…