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stat.ML2022★ 1 cited
Spectral Bias Outside the Training Set for Deep Networks in the Kernel Regime
Benjamin Bowman, Guido Montufar
We provide quantitative bounds measuring the difference in function space between the trajectory of a finite-width network trained on finitely many samples from the idealized…
stat.ML2022★ 1 cited
Implicit Bias of MSE Gradient Optimization in Underparameterized Neural Networks
Benjamin Bowman, Guido Montufar
We study the dynamics of a neural network in function space when optimizing the mean squared error via gradient flow. We show that in the underparameterized regime the network lear…