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ResearchFormerly WizWand

Graph Classification on MalNet Tiny

94.02AccuracyEXPHORMER
15.822436.123756.42576.7263Mar 10, 2023Jul 21, 2023Dec 1, 2023Apr 12, 2024Aug 23, 2024Jan 3, 2025May 16, 2025
Updated 5mo ago

Evaluation results

MethodLinks
EXPHORMER2023.0394.02
GCN+source=Published results2025.0593.54
GraphGPS2023.0393.5
Graph-Mambasource=Published results2025.0593.4
FractalGCL + JK-SAGEFrozen pretraining=true2025.0593.4
GIN+source=Published results2025.0593.25
JK-SAGEFrozen pretraining=true2025.0592.93
GatedGCN2023.0392.23
FractalGCL + SAGE-smallFrozen pretraining=true2025.0592.13
GAT2023.0392.1
SAGE-smallFrozen pretraining=true2025.0590.93
FractalGCL + GIN-smallFrozen pretraining=true2025.0590.33
GIN-smallFrozen pretraining=true2025.0590.1
GIN-JKsource=Published results2025.0590
GCN-JKsource=Published results2025.0589.7
GIN2023.0388.98
GST-SAGEsource=Published results2025.0588.42
GraphSAGEsource=Published results2025.0588.08
Frozen-FractalGCLFrozen pretraining=true2025.0585.13
GCN2023.0381
Random frozen controlFrozen pretraining=true2025.0518.83