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Graph Neural Networks Use Graphs When They Shouldn’t

Code and datasets for the paper Graph Neural Networks Use Graphs When They Shouldn’t

Requirements

  • Python 3.9
  • PyTorch 1.0.0
  • PyTorch Geometric 1.0.0
  • scikit-learn 0.20.0
  • numpy 1.15.4
  • scipy 1.1.0
  • pandas 0.23.4
  • tqdm 4.28.1

Datasets

The real-world datasets used in the paper are downloaded using Pytorch-Geometric To recreate the synthetic datasets, run RCOV_synthetic_data.py or different_graph_distributions_exp.py