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Data-Free Adversarial Knowledge Distillation for Graph Neural Networks

Dataset Statics

Dataset # Graphs # Nodes # Edges # Features # Classes
MUTAG 188 ~17.9 ~39.6 7 2

Refer to TUDataset.

Results

TL_BACKEND="torch" python train_teacher.py --dataset MUTAG 
TL_BACKEND="torch" python train_student.py --dataset MUTAG --student gcn
TL_BACKEND="torch" python train_student.py --dataset MUTAG --student gin
Dataset Student Model Paper Our(th)
MUTAG gcn 76.2% 88.2%
MUTAG gin 90.8% 88.2%
MUTAG gat 79.5% 88.2%
MUTAG graphsage 79.1% 88.2%