Convergence Rates of Gaussian Process Thompson Sampling for Efficient Global Optimization
arXiv:2610.19925v1 Announce Type: new Abstract: Efficient global optimization aims to identify a global optimum of an expensive black-box function within a limited evaluation budget $N$. We investigate the convergence rates of Gaussian process Thompson sampling (GP-TS) under noiseless observations,…
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- 2026-10-15 04:00 · arXiv stat.ML
Convergence Rates of Gaussian Process Thompson Sampling for Efficient Global Optimization