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Hypergraph Convolution and Hypergraph Attention

Dataset Statics

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.

Results

# available dataset: "cora", "citeseer", "pubmed"
# use attention by adding argument --use_attention=True
TL_BACKEND="paddle" python hcha_trainer.py --dataset cora --lr 0.01 --l2_coef 0.01 --drop_rate 0.9  
TL_BACKEND="paddle" python hcha_trainer.py --dataset citeseer --lr 0.01 --l2_coef 0.01 --drop_rate 0.7 
TL_BACKEND="paddle" python hcha_trainer.py --dataset pubmed --lr 0.01 --l2_coef 0.005 --drop_rate 0.6 
TL_BACKEND="torch" python hcha_trainer.py --dataset cora --lr 0.005 --l2_coef 0.01 --drop_rate 0.8 
TL_BACKEND="torch" python hcha_trainer.py --dataset citeseer --lr 0.01 --l2_coef 0.01 --drop_rate 0.7 
TL_BACKEND="torch" python hcha_trainer.py --dataset pubmed --lr 0.01 --l2_coef 0.002 --drop_rate 0.5 
TL_BACKEND="mindspore" python hcha_trainer.py --dataset cora --lr 0.01 --l2_coef 0.01 --drop_rate 0.6
TL_BACKEND="mindspore" python hcha_trainer.py --dataset citeseer --lr 0.01 --l2_coef 0.05 --drop_rate 0.7 
TL_BACKEND="mindspore" python hcha_trainer.py --dataset pubmed --lr 0.01 --l2_coef 0.01 --drop_rate 0.6

Hypergraph Convolution

Dataset Paper Our(pd) Our(th) Our(ms)
cora 82.19 78.58±0.57 77.14±1.45 78.08±0.21
citeseer 70.35 63.32±1.55 63.48±1.39 62.98±0.71
pubmed 78.4 76.42±0.31 76.44±0.22 76.36±0.25

Hypergraph Attention

Dataset Paper Our(pd) Our(th) Our(ms)
cora 82.61 77.40±0.93 76.84±2.25 Err
citeseer 70.88 63.44±1.05 62.22±3.02 Err
pubmed 78.4 75.36±0.92 74.76±0.42 Err