23 citations · 99 across the 15 of their papers we have counts for
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cs.LG2021★ 1 cited
Learning curves for Gaussian process regression with power-law priors and targets
Hui Jin, Pradeep Kr. Banerjee, Guido Montúfar
We characterize the power-law asymptotics of learning curves for Gaussian process regression (GPR) under the assumption that the eigenspectrum of the prior and the eigenexpansion c…
cs.LG2021★ 14 cited
Information Complexity and Generalization Bounds
Pradeep Kr. Banerjee, Guido Montúfar
We present a unifying picture of PAC-Bayesian and mutual information-based upper bounds on the generalization error of randomized learning algorithms. As we show, Tong Zhang's info…