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ResearchFormerly WizWand

Node Classification on ACM (test)

96.72AccuracyGT
38.94853.946568.94583.9435Nov 19, 2020Oct 27, 2021Oct 4, 2022Sep 11, 2023Aug 18, 2024Jul 26, 2025Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
GTBackbone=GT (Graph Transformer), Defense=N/A2025.0296.72
SignGT2023.1095.45
NodeFormer2023.1094.93
FAGCN2023.1094.87
Specformer2023.1094.54
GPRGNN2023.1094.42
GAT2023.1094.24
Whole DatasetBackbone=SeHGNN2026.0794.18
GloGNN2023.1094.07
HGC-RCRatio (r)=9.6%, Backbone=SeHGNN2026.0793.46
SGC2023.1093.15
Whole DatasetRatio (r)=100%2025.1293.11
NARS2020.1193.1
HGC-HerdRatio (r)=2.4%2025.1293.01
HGC-HerdRatio (r)=9.6%2025.1293.01
R-GCN2020.1193
GCN2023.1092.33
HAN2020.1192.2
HGC-HerdRatio (r)=4.8%2025.1292.07
HGT2020.1191.9
SIGN2020.1191.9
HGC-HerdRatio (r)=1.2%2025.1291.88
HGC-RCRatio (r)=4.8%, Backbone=SeHGNN2026.0791.74
HGC-RCRatio (r)=2.4%, Backbone=SeHGNN2026.0791.26
HGC-RCRatio (r)=1.2%, Backbone=SeHGNN2026.0790.76
GraphSAGEBackbone=GraphSAGE, Defense=N/A2025.0290.75
GATBackbone=GAT, Defense=N/A2025.0290.04
GINBackbone=GIN, Defense=N/A2025.0288.3
HGCondRatio (r)=2.4%, Backbone=SeHGNN2026.0788.21
HGCondRatio (r)=1.2%, Backbone=SeHGNN2026.0787.41
HGCondRatio (r)=4.8%, Backbone=SeHGNN2026.0784.35
HGCondRatio (r)=9.6%, Backbone=SeHGNN2026.0784.21
K-Center-HGRatio (r)=9.6%, Backbone=SeHGNN2026.0776.54
K-Center-HGRatio (r)=9.6%2025.1275.68
Coarsening-HGRatio (r)=9.6%, Backbone=SeHGNN2026.0771.88
Coarsening-HGRatio (r)=9.6%2025.1270.91
GCPARatio (r)=4.8%, Backbone=SeHGNN2026.0769.73
GCPARatio (r)=2.4%, Backbone=SeHGNN2026.0769.71
K-Center-HGRatio (r)=4.8%2025.1269.68
Coarsening-HGRatio (r)=4.8%, Backbone=SeHGNN2026.0769.53
Coarsening-HGRatio (r)=4.8%2025.1268.91
K-Center-HGRatio (r)=4.8%, Backbone=SeHGNN2026.0768.72
GCPARatio (r)=1.2%, Backbone=SeHGNN2026.0768.62
GCPARatio (r)=9.6%, Backbone=SeHGNN2026.0768.61
Random-HGRatio (r)=9.6%2025.1266.25
K-Center-HGRatio (r)=2.4%, Backbone=SeHGNN2026.0766.23
Coarsening-HGRatio (r)=2.4%2025.1265.56
GCondRatio (r)=9.6%2025.1265.56
K-Center-HGRatio (r)=2.4%2025.1265.45
Random-HGRatio (r)=9.6%, Backbone=SeHGNN2026.0765.41
Coarsening-HGRatio (r)=2.4%, Backbone=SeHGNN2026.0764.69
Coarsening-HGRatio (r)=1.2%2025.1264.17
K-Center-HGRatio (r)=1.2%, Backbone=SeHGNN2026.0763.54
Coarsening-HGRatio (r)=1.2%, Backbone=SeHGNN2026.0763.29
K-Center-HGRatio (r)=1.2%2025.1262.66
Random-HGRatio (r)=2.4%2025.1261.18
Random-HGRatio (r)=4.8%, Backbone=SeHGNN2026.0760.87
Random-HGRatio (r)=2.4%, Backbone=SeHGNN2026.0760.12
Random-HGRatio (r)=4.8%2025.1260.01
GCondRatio (r)=4.8%2025.1256.12
Random-HGRatio (r)=1.2%, Backbone=SeHGNN2026.0754.21
Random-HGRatio (r)=1.2%2025.1253.37
GCondRatio (r)=4.8%, Backbone=SeHGNN2026.0750.25
GCondRatio (r)=2.4%, Backbone=SeHGNN2026.0748.59
GCondRatio (r)=2.4%2025.1246.07
GCondRatio (r)=9.6%, Backbone=SeHGNN2026.0745.36
GCondRatio (r)=1.2%, Backbone=SeHGNN2026.0741.78
GCondRatio (r)=1.2%2025.1241.17