Search Results for author: Shira Kritchman

Found 2 papers, 1 papers with code

Frequency Bias in Neural Networks for Input of Non-Uniform Density

no code implementations ICML 2020 Ronen Basri, Meirav Galun, Amnon Geifman, David Jacobs, Yoni Kasten, Shira Kritchman

Recent works have partly attributed the generalization ability of over-parameterized neural networks to frequency bias -- networks trained with gradient descent on data drawn from a uniform distribution find a low frequency fit before high frequency ones.

The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies

1 code implementation NeurIPS 2019 Ronen Basri, David Jacobs, Yoni Kasten, Shira Kritchman

We study the relationship between the frequency of a function and the speed at which a neural network learns it.

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