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Unlearning4XAI

Machine Unlearning technique for Explainable Artificial Intelligence

Scripts:

  • unl_shorter_dataset.py [the script for general unlearning]
  • shapely_on_alphas.py [creates the parallel categories plots and visualizes activations and filters]

Folders:

custom_archs

  • WTFCNN.py [handler for all the alpha-related routines, from the standard-wtf model conversion to the customized forward step]
  • wtflayer.py [implements the abstract class and methods for a general layer]
  • wtfconv2d.py [handles all the customizations of a conv2d layer]
  • wtfhead.py [handles all the customizations of a transformer layer]

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