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Number-Detector Units in CORnet

Code from our NeurIPS 2024 (Behavioral ML) paper investigating how pruning in CORnet challenges the role of number-detector units in CNN-based representations of numerosity.

[Link] to the paper.

Links to download the model weights:

  • [Link] CORnet-Z trained on DeWind dataset
  • [Link] CORnet-S trained on DeWind dataset

Links to download the images to train the model:

  • [Link] DeWind dataset

Important scripts:

  • feature_selection.py: Run the pruning procedure
  • numersority_units.py: Run the ANOVA procedure

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