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Learning with Assemblies of Neurons

Code supporting the paper "Assemblies of Neurons Learn to Classify Well-Separated Distributions", by Dabagia, Papadimitriou, and Vempala [COLT 2022].

Dependencies

  • NumPy
  • SciPy
  • matplotlib

Usage

Download and run the notebooks! For MNIST, you will need to supply your own MNIST files, located in a folder called data in the same directory as the notebook.