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ResearchFormerly WizWand

Embedding Transformation Robustness on 14 GNN Datasets (Average)

0Classification Change FractionCOPYCOP
-3.0817.7138.559.29May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
COPYCOPArchitecture=GCN, Transformation=Permute2026.050
COPYCOPArchitecture=GIN, Transformation=Permute2026.050
COPYCOPArchitecture=GSage, Transformation=Permute2026.050
COPYCOPArchitecture=ARMA, Transformation=Permute2026.050
COPYCOPArchitecture=MixHop, Transformation=Permute2026.050
PreGIPArchitecture=GCN, Transformation=Permute2026.050
PreGIPArchitecture=GIN, Transformation=Permute2026.050
PreGIPArchitecture=GSage, Transformation=Permute2026.050
PreGIPArchitecture=ARMA, Transformation=Permute2026.050
PreGIPArchitecture=MixHop, Transformation=Permute2026.050
GrOVeArchitecture=GCN, Transformation=Permute2026.050
GrOVeArchitecture=MixHop, Transformation=Permute2026.050
COPYCOPArchitecture=GCN, Transformation=Rotate2026.050
COPYCOPArchitecture=GIN, Transformation=Rotate2026.050
COPYCOPArchitecture=GSage, Transformation=Rotate2026.050
COPYCOPArchitecture=ARMA, Transformation=Rotate2026.050
COPYCOPArchitecture=MixHop, Transformation=Rotate2026.050
PreGIPArchitecture=GCN, Transformation=Rotate2026.050
PreGIPArchitecture=GIN, Transformation=Rotate2026.050
PreGIPArchitecture=GSage, Transformation=Rotate2026.050
PreGIPArchitecture=ARMA, Transformation=Rotate2026.050
PreGIPArchitecture=MixHop, Transformation=Rotate2026.050
GrOVeArchitecture=GCN, Transformation=Rotate2026.050
GrOVeArchitecture=MixHop, Transformation=Rotate2026.050
COPYCOPArchitecture=GCN, Transformation=Rotate, scale by 52026.050
COPYCOPArchitecture=GIN, Transformation=Rotate, scale by 52026.050
COPYCOPArchitecture=GSage, Transformation=Rotate, scale by 52026.050
COPYCOPArchitecture=ARMA, Transformation=Rotate, scale by 52026.050
COPYCOPArchitecture=MixHop, Transformation=Rotate, scale by 52026.050
PreGIPArchitecture=GCN, Transformation=Rotate, scale by 52026.050
PreGIPArchitecture=GIN, Transformation=Rotate, scale by 52026.050
PreGIPArchitecture=GSage, Transformation=Rotate, scale by 52026.050
PreGIPArchitecture=ARMA, Transformation=Rotate, scale by 52026.050
PreGIPArchitecture=MixHop, Transformation=Rotate, scale by 52026.050
GrOVeArchitecture=GCN, Transformation=Rotate, scale by 52026.050
GrOVeArchitecture=MixHop, Transformation=Rotate, scale by 52026.050
COPYCOPArchitecture=GCN, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
COPYCOPArchitecture=GIN, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
COPYCOPArchitecture=GSage, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
COPYCOPArchitecture=ARMA, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
COPYCOPArchitecture=MixHop, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
PreGIPArchitecture=GCN, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
PreGIPArchitecture=GIN, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
PreGIPArchitecture=GSage, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
PreGIPArchitecture=ARMA, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
PreGIPArchitecture=MixHop, Transformation=Project(Rd -> R5d), rotate, scale by 52026.050
GrOVeArchitecture=GCN, Transformation=Multiply by d x d Gaussian mat.2026.050
GrOVeArchitecture=MixHop, Transformation=Multiply by d x d Gaussian mat.2026.050
COPYCOPArchitecture=GCN, Transformation=Multiply by d x d Gaussian mat.2026.051
COPYCOPArchitecture=GIN, Transformation=Multiply by d x d Gaussian mat.2026.051
PreGIPArchitecture=GIN, Transformation=Multiply by d x d Gaussian mat.2026.051
COPYCOPArchitecture=GIN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.051
COPYCOPArchitecture=GSage, Transformation=Multiply by d x d Gaussian mat.2026.052
COPYCOPArchitecture=ARMA, Transformation=Multiply by d x d Gaussian mat.2026.052
COPYCOPArchitecture=MixHop, Transformation=Multiply by d x d Gaussian mat.2026.052
PreGIPArchitecture=GCN, Transformation=Multiply by d x d Gaussian mat.2026.052
COPYCOPArchitecture=GCN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.052
COPYCOPArchitecture=GSage, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.052
PreGIPArchitecture=GIN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.052
PreGIPArchitecture=MixHop, Transformation=Multiply by d x d Gaussian mat.2026.053
COPYCOPArchitecture=ARMA, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.053
COPYCOPArchitecture=MixHop, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.053
PreGIPArchitecture=GCN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.053
PreGIPArchitecture=GSage, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.053
COPYCOPArchitecture=GCN, Transformation=hij -> tan-1(hij)2026.053
GrOVeArchitecture=GIN, Transformation=Permute2026.054
GrOVeArchitecture=GSage, Transformation=Permute2026.054
GrOVeArchitecture=GIN, Transformation=Rotate2026.054
PreGIPArchitecture=GSage, Transformation=Multiply by d x d Gaussian mat.2026.054
PreGIPArchitecture=MixHop, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.054
COPYCOPArchitecture=GCN, Transformation=Average2026.054
PreGIPArchitecture=ARMA, Transformation=Multiply by d x d Gaussian mat.2026.057
PreGIPArchitecture=ARMA, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.057
GrOVeArchitecture=GCN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.057
GrOVeArchitecture=MixHop, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.058
GrOVeArchitecture=GSage, Transformation=Rotate2026.0510
GrOVeArchitecture=ARMA, Transformation=hij -> hij^32026.0510
GrOVeArchitecture=ARMA, Transformation=Permute2026.0515
GrOVeArchitecture=ARMA, Transformation=Rotate2026.0516
GrOVeArchitecture=MixHop, Transformation=Average2026.0516
GrOVeArchitecture=GIN, Transformation=Multiply by d x d Gaussian mat.2026.0518
COPYCOPArchitecture=GSage, Transformation=hij -> exp(hij)2026.0520
GrOVeArchitecture=GSage, Transformation=Rotate, scale by 52026.0528
PreGIPArchitecture=GIN, Transformation=Average2026.0528
GrOVeArchitecture=GSage, Transformation=Multiply by d x d Gaussian mat.2026.0529
GrOVeArchitecture=GIN, Transformation=Rotate, scale by 52026.0532
GrOVeArchitecture=ARMA, Transformation=Multiply by d x d Gaussian mat.2026.0535
PreGIPArchitecture=GIN, Transformation=hij -> tan-1(hij)2026.0545
GrOVeArchitecture=ARMA, Transformation=Rotate, scale by 52026.0548
GrOVeArchitecture=GSage, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.0550
GrOVeArchitecture=GIN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.0552
GrOVeArchitecture=ARMA, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.0553
PreGIPArchitecture=GIN, Transformation=hij -> exp(hij)2026.0577