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Code to solve DMFT equations for infinite width feature learning networks

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Pehlevan-Group/dmft_wide_networks

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dmft_wide_networks

Code to solve DMFT equations for infinite width feature learning networks and reproduce the figures in our Neurips 2022 paper.

  1. Nonlinear DMFT equations with Monte-Carlo solver Open In Colab
  2. Deep Linear DMFT solver Open In Colab
  3. Two Layer ReLU network experiments Open In Colab
  4. Code to reproduce the CIFAR-10 experiment can be found in scratch_cnn_expt.ipynb

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Code to solve DMFT equations for infinite width feature learning networks

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