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On_the_Spectral_Bias_of_Neural_Networks__ICML_ (3)

proceedings.mlr.press · 6,957 words · saved by 2 readers

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On the Spectral Bias of Neural Networks Nasim Rahaman * 1 2 Aristide Baratin * 1 Devansh Arpit 1 Felix Draxler 2 Min Lin 1 Fred A. Hamprecht 2 Yoshua Bengio 1 Aaron Courville 1 Abstract expose this bias by taking a closer look at neural networks Neural networks are known to be a class of highly through the lens of Fourier analysis. While they can ap- expressive functions able to fit even random input- proximate arbitrary functions, we find that these networks…

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