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This repo provides the code to reproduce the numerical result presented in the paper: "Ultra-fast feature learning for the training of two-layer neural networks in the two-timescale regime"

The code for:

  • experiments with ReLU-SHL and 1d features (Section 6.1) is located in the directory VarPro_ReLU_1d,

  • experiments with ResNets on CIFAR10 (Section 6.2) is located in the directory VarPro_resnet,

  • experiments with RBF-NN and 2d features (Appendix B) is located in the directory VarPro_convolution_2d.

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