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Guangyu Zhou eaa51ac4dc | 3 months ago | |
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mixhop_trainer.py | 3 months ago | |
readme.md | 1 year ago |
Paper link: https://arxiv.org/abs/1905.00067
Author's code repo (in Tensorflow):
Popular pytorch implementation:
https://github.com/dmlc/dgl/tree/master/examples/pytorch/mixhop.
Dataset | # Nodes | # Edges | # Classes |
---|---|---|---|
Cora | 2,708 | 10,556 | 7 |
Citeseer | 3,327 | 9,228 | 6 |
Pubmed | 19,717 | 88,651 | 3 |
Refer to Planetoid.
TL_BACKEND="paddle" python mixhop_trainer.py --dataset cora --lr 0.001 --l2_coef 1e-2 --drop_rate 0.5 --hidden_dim 64 --n_epoch 200
TL_BACKEND="paddle" python mixhop_trainer.py --dataset citeseer --lr 0.001 --l2_coef 5e-2 --drop_rate 0.4 --hidden_dim 64 --n_epoch 200
TL_BACKEND="paddle" python mixhop_trainer.py --dataset pubmed --lr 0.0005 --l2_coef 5e-4 --drop_rate 0.5 --hidden_dim 256 --n_epoch 200
TL_BACKEND="torch" python mixhop_trainer.py --dataset cora --lr 0.0005 --l2_coef 5e-4 --drop_rate 0.4 --hidden_dim 64 --n_epoch 200
TL_BACKEND="torch" python mixhop_trainer.py --dataset citeseer --lr 0.001 --l2_coef 5e-2 --drop_rate 0.4 --hidden_dim 64 --n_epoch 200
TL_BACKEND="torch" python mixhop_trainer.py --dataset pubmed --lr 0.001 --l2_coef 1e-3 --drop_rate 0.5 --hidden_dim 256 --n_epoch 200
TL_BACKEND="tensorflow" python mixhop_trainer.py --dataset cora --lr 0.005 --l2_coef 5e-3 --drop_rate 0.5 --hidden_dim 64 --n_epoch 200
TL_BACKEND="tensorflow" python mixhop_trainer.py --dataset citeseer --lr 0.001 --l2_coef 5e-2 --drop_rate 0.4 --hidden_dim 64 --n_epoch 200
TL_BACKEND="tensorflow" python mixhop_trainer.py --dataset pubmed --lr 0.001 --l2_coef 1e-3 --drop_rate 0.5 --hidden_dim 256 --n_epoch 200
Dataset | Paper | Our(pd) | Our(torch) | Our(tf) |
---|---|---|---|---|
cora | 81.8(±0.62) | 81.6(±0.57) | 81.7(±1.1) | 82.1(±0.90) |
citeseer | 71.4(±0.81) | 71.4(±0.84) | 71.3(±0.54) | 71.5(±0.53) |
pubmed | 80.0(±1.1) | 78.7(±0.46) | 79.0(±0.39) | 78.7(±0.27) |
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