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Graph Neural Networks with Feature-wise Linear Modulation (GNN-FiLM)

Dataset Statics

Dataset #Graphs # Nodes # Edges # Classes
PPI 20 44906 1226368 121

Refer to Planetoid.

Results

TL_BACKEND="tensorflow" python film_trainer.py --dataset ppi --lr 0.001 --l2_coef 5e-4 --drop_rate 0.1 --hidden_dim 160  --num_layers 4
TL_BACKEND="torch" python film_trainer.py --dataset ppi --lr 0.001 --l2_coef 5e-4 --drop_rate 0.1 --hidden_dim 160 --num_layers 4
TL_BACKEND="paddle" python film_trainer.py --dataset ppi --lr 0.001 --l2_coef 5e-4 --drop_rate 0.1 --hidden_dim 160 --num_layers 4
Dataset Paper Our(tf) Our(torch) Our(pd)
PPI 84.1±0.5 70±0.7 94±0.7 70±0.7