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ResearchFormerly WizWand

Node Classification on Penn94 50/25/25 (test)

84.71AccuracyLINKX
62.3568.15573.9679.765Oct 27, 2021Jan 29, 2022May 3, 2022Aug 5, 2022Nov 7, 2022Feb 9, 2023May 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LINKX2021.1084.71
LINKX2023.0584.71
LINKXsampling_strategy=i.i.d. node minibatching2021.1084.5
MixHop2021.1083.47
MixHop2023.0583.47
GCNII2021.1082.92
GCNII2023.0582.92
GCN2021.1082.47
GCN2023.0582.47
GCNJK2021.1081.63
GCNArchitectural variant=JK2023.0581.63
LINKsampling_strategy=i.i.d. node minibatching2021.1081.61
GAT2021.1081.53
GAT2023.0581.53
GPR-GNN2021.1081.38
GPR-GNN2023.0581.38
LINK2021.1080.79
LINK2023.0580.79
GATJK2021.1080.69
GATArchitectural variant=JK2023.0580.69
GESN2023.0580.29
C&Shops=22021.1078.4
Correct & Smooth (C&S)Hops=22023.0578.4
MixHopsampling_strategy=GraphSAINT-RW2021.1076.38
SGChops=22021.1076.09
SGCHops=22023.0576.09
MixHopsampling_strategy=Cluster-GCN2021.1075.79
MixHopsampling_strategy=GraphSAINT-Node2021.1075.61
APPNP2021.1074.33
APPNP2023.0574.33
C&Shops=12021.1074.28
Correct & Smooth (C&S)Hops=12023.0574.28
MLPsampling_strategy=i.i.d. node minibatching2021.1074.24
Label Propagationhops=22021.1074.13
Label PropagationHops=22023.0574.13
MLP2021.1073.61
MLP2023.0573.61
GCNJKsampling_strategy=GraphSAINT-Node2021.1072.8
GCNJKsampling_strategy=GraphSAINT-RW2021.1072.29
GCNJKsampling_strategy=Cluster-GCN2021.1069.99
SGChops=12021.1066.79
SGCHops=12023.0566.79
Label Propagationhops=12021.1063.21
Label PropagationHops=12023.0563.21