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Implementation of "PAGE: Prototype-based model-level explanations for graph neural networks".

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PAGE

This is the official repository for "PAGE: Prototype-based model-level explanations for graph neural networks" by Yong-Min Shin, Sun-Woo Kim, Won-Yong Shin. This contains the source code of PAGE. For more details, please check the contents of the paper.

Requirements

The recommended version specifications for the package versions are as follows:

  • Python: 3.8
  • Pytorch: 1.11.0
  • Pytorch geometric: 2.0.4
  • Networkx: 2.5.1
  • Numpy: 1.21.2
  • Scikit-learn: 1.0.2
  • Matplotlib: 3.5.1

The repository also contains a jupyter notebook with an example code that produces model-level explanations for the BA-house dataset.

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Implementation of "PAGE: Prototype-based model-level explanations for graph neural networks".

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