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Compressed-DLN

Official implementation of compressed deep linear networks for learning low-dimensional models.

  • fig_traj_mf.ipynb : Notebook for plotting figures related to deep matrix factorization
  • fig_traj_mc.ipynb : Notebook for plotting figures related to deep matrix completion
  • fig_traj_ms.ipynb : Notebook for plotting figures related to deep matrix sensing
  • fig_power_method.ipynb: Notebook for plotting figure with the left and right factors of the DLN fitting the principal components
  • fig_ablation_dlr_mc.ipynb: Notebook for plotting ablation study on the effect of alpha
  • fig_mc_depth_effect.ipynb: Notebook for studying the effect of depth on matrix completion

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Official implementation of "Efficient Low-Dimensional Compression of Overparameterized Networks"

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