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Graph Attention Networks v2 (GATv2)

Dataset Statics

Dataset # Nodes # Edges # Classes
Cora 2,708 10,556 7
Citeseer 3,327 9,228 6
Pubmed 19,717 88,651 3

Results

TL_BACKEND="paddle" python gatv2_trainer.py --dataset cora --lr 0.01 --l2_coef 0.01 --drop_rate 0.7
TL_BACKEND="paddle" python gatv2_trainer.py --dataset citeseer --lr 0.0005 --l2_coef 0.01 --drop_rate 0.3
TL_BACKEND="paddle" python gatv2_trainer.py --dataset pubmed --lr 0.01 --l2_coef 0.001 --drop_rate 0.4
Dataset Our(pd) Our(tf)
cora 82.45(±0.34) 81.78(±0.29)
pubmed 70.9(±1.28) 69.9(±0.23)
citeseer 78.46(±0.19) 77.49(±0.08)