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ResearchFormerly WizWand

Graph Classification on HIV OGB (test)

80.67ROC AUCPNA+GSAT*
71.070873.562976.05578.5471Feb 23, 2021Apr 21, 2021Jun 17, 2021Aug 13, 2021Oct 9, 2021Dec 5, 2021Jan 31, 2022
Updated 8mo ago

Evaluation results

MethodLinks
PNA+GSAT*Backbone=PNA, fine-tuning=true2022.0180.67
EGT (30 layers)#Param=110.8M, Pre-training=true2021.0880.6
Graphormer-FLAG#Param=47.2M, Pre-training=true2021.0880.51
PNA+GSATBackbone=PNA2022.0180.24
DGN#Param=110K2021.0879.7
DeeperGCN-FLAG#Param=532K2021.0879.42
PHC-GNN#Param=114K2021.0879.34
PNA#Param=326K2021.0879.05
PNA (NO SCALARS)Backbone=PNA2022.0178.91
GIN-VN#Param=3.3M, Pre-training=true2021.0877.8
GMT2021.0277.56
GMTEvaluation Setting=Reproduced2021.0277.56
GCN2021.0276.81
GCNEvaluation Setting=Reproduced2021.0276.81
GINBackbone=GIN2022.0176.69
GIN+GSATBackbone=GIN2022.0176.47
IB-SUBGRAPHBackbone=GIN2022.0176.43
DIRBackbone=GIN2022.0176.34
GIN+GSAT*Backbone=GIN, fine-tuning=true2022.0176.16
GCNEvaluation Setting=Leaderboard2021.0276.06
GIN2021.0275.95
GINEvaluation Setting=Reproduced2021.0275.95
ASAP2021.0275.85
DiffPool2021.0275.64
GINEvaluation Setting=Leaderboard2021.0275.58
MinCutPool2021.0275.37
Set2Set2021.0274.7
SAGPoolvariant=Global2021.0274.56
EdgePool2021.0272.86
HaarPool2021.0272.66
TopKPool2021.0272.27
SortPool2021.0271.82
SAGPoolvariant=Hierarchical2021.0271.44