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ResearchFormerly WizWand

Node Classification on Brazil

80.8AccuracyMC-GPB (+)
22.09237.333552.57567.8165Jun 5, 2019Aug 4, 2020Oct 4, 2021Dec 5, 2022Feb 4, 2024Apr 5, 2025Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MC-GPB (+)2026.0680.8
UGTpre-training=true2023.0880
UGTpre-training=false2023.0876.92
No defense2026.0676.9
GATv22023.0869.23
DeeperGCN2023.0869.23
SAGE2023.0866.15
SAT2023.0866.15
Random noise2026.0663.4
GT2023.0863.07
SAN2023.0861.53
DEMO-Netvariant=hash2019.0661.4
GAT2023.0858.46
WRGAT2023.0855.38
DEMO-Netvariant=weight2019.0654.3
GPS2023.0852.31
GCN cheby2019.0651.6
GIN2023.0850.76
ANS-GT2023.0846.8
Union2019.0646.6
Intersection2019.0645.9
GCN2019.0643.2
Differential privacy2026.0642.3
Graphormer2023.0842
GCN2023.0841.54
GraphSAGE2019.0640.4
GAT2019.0638.2
MC-GPB (+)Defense Method=MC-GPB (+), Backbone Architecture=GPR-GNN2026.0626.9
GCNII2023.0824.35