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Spectral Adversarial Training for Robust Graph Neural Network

Requirements

  • torch == 1.9.0
  • graphgallery

Install graphgallery:

git clone https://github.com/EdisonLeeeee/GraphGallery.git && cd GraphGallery
pip install -e . --verbose

Reproduction

python main.py --dataset cora --backbone SSGC --lr 0.2 --k 30 --K 5
python main.py --dataset cora_ml --backbone SSGC --lr 0.2 --k 30 --K 5
python main.py --dataset citeseer --backbone SSGC --lr 0.2 --k 30 --K 5
python main.py --dataset pubmed --backbone SSGC --lr 0.2 --k 150 --K 5

python main.py --dataset cora --backbone SGC --lr 0.01 --k 30 --K 2
python main.py --dataset cora_ml --backbone SGC --lr 0.01 --k 30 --K 2
python main.py --dataset citeseer --backbone SGC --lr 0.01 --k 30 --K 2
python main.py --dataset pubmed --backbone SGC --lr 0.01 --k 150 --K 2


python main.py --dataset cora --backbone GCN --lr 0.01 --k 30
python main.py --dataset cora_ml --backbone GCN --lr 0.01 --k 30
python main.py --dataset citeseer --backbone GCN --lr 0.01 --k 30
python main.py --dataset pubmed --backbone GCN --lr 0.01 --k 150

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