AdaScale-TuRBO scales Gaussian process lengthscales with problem dimension D and trust region side length L to preserve kernel geometry and improve performance over standard TuRBO in high-dimensional settings.
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Rethinking Trust Region Bayesian Optimization in High Dimensions
AdaScale-TuRBO scales Gaussian process lengthscales with problem dimension D and trust region side length L to preserve kernel geometry and improve performance over standard TuRBO in high-dimensional settings.