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