Long Range Graph Benchmark

Benchmark Model Rank Results
graph-classification-on-peptides-funcSAN+RWSE#33AP: 0.6439±0.0075
graph-classification-on-peptides-funcSAN+LapPE#34AP: 0.6384±0.0121
graph-classification-on-peptides-funcTransformer+LapPE#35AP: 0.6326±0.0126
graph-classification-on-peptides-funcGatedGCN+RWSE#36AP: 0.6069±0.0035
graph-classification-on-peptides-funcGCN#39AP: 0.5930±0.0023
graph-classification-on-peptides-funcGatedGCN#40AP: 0.5864±0.0077
graph-classification-on-peptides-funcGINE#42AP: 0.5498±0.0079
graph-regression-on-peptides-structTransformer+LapPE#25MAE: 0.2529±0.0016
graph-regression-on-peptides-structSAN+RWSE#27MAE: 0.2545±0.0012
graph-regression-on-peptides-structSAN+LapPE#30MAE: 0.2683±0.0043
graph-regression-on-peptides-structGatedGCN+RWSE#32MAE: 0.3357±0.0006
graph-regression-on-peptides-structGatedGCN#33MAE: 0.3420±0.0013
graph-regression-on-peptides-structGCN#35MAE: 0.3496±0.0013
graph-regression-on-peptides-structGINE#36MAE: 0.3547±0.0045
link-prediction-on-pcqm-contactSAN+LapPE#2Hits@1: 0.1355±0.0017Hits@3: 0.4004±0.0021Hits@10: 0.8478±0.0044
link-prediction-on-pcqm-contactGINE#3Hits@1: 0.1337±0.0013Hits@3: 0.3642±0.0043Hits@10: 0.8147±0.0062
link-prediction-on-pcqm-contactGCN#5Hits@1: 0.1321±0.0007Hits@3: 0.3791±0.0004Hits@10: 0.8256±0.0006
link-prediction-on-pcqm-contactSAN+RWSE#6Hits@1: 0.1312±0.0016Hits@3: 0.4030±0.0008Hits@10: 0.8550±0.0024
link-prediction-on-pcqm-contactGatedGCN+RWSE#7Hits@1: 0.1288±0.0013Hits@3: 0.3808±0.0006Hits@10: 0.8517±0.0005
link-prediction-on-pcqm-contactGatedGCN#8Hits@1: 0.1279±0.0018Hits@3: 0.3783±0.0004Hits@10: 0.8433±0.0011
link-prediction-on-pcqm-contactTransformer+LapPE#9Hits@1: 0.1221±0.0011Hits@3: 0.3679±0.0033Hits@10: 0.8517±0.0039
node-classification-on-coco-spGatedGCN#9macro F1: 0.2641±0.0045
node-classification-on-coco-spTransformer+LapPE#10macro F1: 0.2618±0.0031
node-classification-on-coco-spSAN+LapPE#11macro F1: 0.2592±0.0158
node-classification-on-coco-spGatedGCN+LapPE#12macro F1: 0.2574±0.0034
node-classification-on-coco-spSAN+RWSE#13macro F1: 0.2434±0.0156
node-classification-on-coco-spGINE#17macro F1: 0.1339±0.0044
node-classification-on-coco-spGCN#19macro F1: 0.0841±0.0010
node-classification-on-pascalvoc-sp-1SAN+LapPE#10macro F1: 0.3230±0.0039
node-classification-on-pascalvoc-sp-1SAN+RWSE#11macro F1: 0.3216±0.0027
node-classification-on-pascalvoc-sp-1GatedGCN#14macro F1: 0.2873±0.0219
node-classification-on-pascalvoc-sp-1GatedGCN+LapPE#15macro F1: 0.2860±0.0085
node-classification-on-pascalvoc-sp-1Transformer+LapPE#17macro F1: 0.2694±0.0098
node-classification-on-pascalvoc-sp-1GCN#20macro F1: 0.1268±0.0060
node-classification-on-pascalvoc-sp-1GINE#21macro F1: 0.1265±0.0076