Embedding Transformation Robustness on 14 GNN Datasets (Average)
0Classification Change FractionCOPYCOP
Evaluation Results
| Method | Links | |
|---|---|---|
| COPYCOPArchitecture=GCN, Transformation=Permute2026.05 | 0 | |
| COPYCOPArchitecture=GIN, Transformation=Permute2026.05 | 0 | |
| COPYCOPArchitecture=GSage, Transformation=Permute2026.05 | 0 | |
| COPYCOPArchitecture=ARMA, Transformation=Permute2026.05 | 0 | |
| COPYCOPArchitecture=MixHop, Transformation=Permute2026.05 | 0 | |
| PreGIPArchitecture=GCN, Transformation=Permute2026.05 | 0 | |
| PreGIPArchitecture=GIN, Transformation=Permute2026.05 | 0 | |
| PreGIPArchitecture=GSage, Transformation=Permute2026.05 | 0 | |
| PreGIPArchitecture=ARMA, Transformation=Permute2026.05 | 0 | |
| PreGIPArchitecture=MixHop, Transformation=Permute2026.05 | 0 | |
| GrOVeArchitecture=GCN, Transformation=Permute2026.05 | 0 | |
| GrOVeArchitecture=MixHop, Transformation=Permute2026.05 | 0 | |
| COPYCOPArchitecture=GCN, Transformation=Rotate2026.05 | 0 | |
| COPYCOPArchitecture=GIN, Transformation=Rotate2026.05 | 0 | |
| COPYCOPArchitecture=GSage, Transformation=Rotate2026.05 | 0 | |
| COPYCOPArchitecture=ARMA, Transformation=Rotate2026.05 | 0 | |
| COPYCOPArchitecture=MixHop, Transformation=Rotate2026.05 | 0 | |
| PreGIPArchitecture=GCN, Transformation=Rotate2026.05 | 0 | |
| PreGIPArchitecture=GIN, Transformation=Rotate2026.05 | 0 | |
| PreGIPArchitecture=GSage, Transformation=Rotate2026.05 | 0 | |
| PreGIPArchitecture=ARMA, Transformation=Rotate2026.05 | 0 | |
| PreGIPArchitecture=MixHop, Transformation=Rotate2026.05 | 0 | |
| GrOVeArchitecture=GCN, Transformation=Rotate2026.05 | 0 | |
| GrOVeArchitecture=MixHop, Transformation=Rotate2026.05 | 0 | |
| COPYCOPArchitecture=GCN, Transformation=Rotate, scale by 52026.05 | 0 | |
| COPYCOPArchitecture=GIN, Transformation=Rotate, scale by 52026.05 | 0 | |
| COPYCOPArchitecture=GSage, Transformation=Rotate, scale by 52026.05 | 0 | |
| COPYCOPArchitecture=ARMA, Transformation=Rotate, scale by 52026.05 | 0 | |
| COPYCOPArchitecture=MixHop, Transformation=Rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=GCN, Transformation=Rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=GIN, Transformation=Rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=GSage, Transformation=Rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=ARMA, Transformation=Rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=MixHop, Transformation=Rotate, scale by 52026.05 | 0 | |
| GrOVeArchitecture=GCN, Transformation=Rotate, scale by 52026.05 | 0 | |
| GrOVeArchitecture=MixHop, Transformation=Rotate, scale by 52026.05 | 0 | |
| COPYCOPArchitecture=GCN, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| COPYCOPArchitecture=GIN, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| COPYCOPArchitecture=GSage, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| COPYCOPArchitecture=ARMA, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| COPYCOPArchitecture=MixHop, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=GCN, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=GIN, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=GSage, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=ARMA, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| PreGIPArchitecture=MixHop, Transformation=Project(Rd -> R5d), rotate, scale by 52026.05 | 0 | |
| GrOVeArchitecture=GCN, Transformation=Multiply by d x d Gaussian mat.2026.05 | 0 | |
| GrOVeArchitecture=MixHop, Transformation=Multiply by d x d Gaussian mat.2026.05 | 0 | |
| COPYCOPArchitecture=GCN, Transformation=Multiply by d x d Gaussian mat.2026.05 | 1 | |
| COPYCOPArchitecture=GIN, Transformation=Multiply by d x d Gaussian mat.2026.05 | 1 | |
| PreGIPArchitecture=GIN, Transformation=Multiply by d x d Gaussian mat.2026.05 | 1 | |
| COPYCOPArchitecture=GIN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 1 | |
| COPYCOPArchitecture=GSage, Transformation=Multiply by d x d Gaussian mat.2026.05 | 2 | |
| COPYCOPArchitecture=ARMA, Transformation=Multiply by d x d Gaussian mat.2026.05 | 2 | |
| COPYCOPArchitecture=MixHop, Transformation=Multiply by d x d Gaussian mat.2026.05 | 2 | |
| PreGIPArchitecture=GCN, Transformation=Multiply by d x d Gaussian mat.2026.05 | 2 | |
| COPYCOPArchitecture=GCN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 2 | |
| COPYCOPArchitecture=GSage, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 2 | |
| PreGIPArchitecture=GIN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 2 | |
| PreGIPArchitecture=MixHop, Transformation=Multiply by d x d Gaussian mat.2026.05 | 3 | |
| COPYCOPArchitecture=ARMA, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 3 | |
| COPYCOPArchitecture=MixHop, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 3 | |
| PreGIPArchitecture=GCN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 3 | |
| PreGIPArchitecture=GSage, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 3 | |
| COPYCOPArchitecture=GCN, Transformation=hij -> tan-1(hij)2026.05 | 3 | |
| GrOVeArchitecture=GIN, Transformation=Permute2026.05 | 4 | |
| GrOVeArchitecture=GSage, Transformation=Permute2026.05 | 4 | |
| GrOVeArchitecture=GIN, Transformation=Rotate2026.05 | 4 | |
| PreGIPArchitecture=GSage, Transformation=Multiply by d x d Gaussian mat.2026.05 | 4 | |
| PreGIPArchitecture=MixHop, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 4 | |
| COPYCOPArchitecture=GCN, Transformation=Average2026.05 | 4 | |
| PreGIPArchitecture=ARMA, Transformation=Multiply by d x d Gaussian mat.2026.05 | 7 | |
| PreGIPArchitecture=ARMA, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 7 | |
| GrOVeArchitecture=GCN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 7 | |
| GrOVeArchitecture=MixHop, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 8 | |
| GrOVeArchitecture=GSage, Transformation=Rotate2026.05 | 10 | |
| GrOVeArchitecture=ARMA, Transformation=hij -> hij^32026.05 | 10 | |
| GrOVeArchitecture=ARMA, Transformation=Permute2026.05 | 15 | |
| GrOVeArchitecture=ARMA, Transformation=Rotate2026.05 | 16 | |
| GrOVeArchitecture=MixHop, Transformation=Average2026.05 | 16 | |
| GrOVeArchitecture=GIN, Transformation=Multiply by d x d Gaussian mat.2026.05 | 18 | |
| COPYCOPArchitecture=GSage, Transformation=hij -> exp(hij)2026.05 | 20 | |
| GrOVeArchitecture=GSage, Transformation=Rotate, scale by 52026.05 | 28 | |
| PreGIPArchitecture=GIN, Transformation=Average2026.05 | 28 | |
| GrOVeArchitecture=GSage, Transformation=Multiply by d x d Gaussian mat.2026.05 | 29 | |
| GrOVeArchitecture=GIN, Transformation=Rotate, scale by 52026.05 | 32 | |
| GrOVeArchitecture=ARMA, Transformation=Multiply by d x d Gaussian mat.2026.05 | 35 | |
| PreGIPArchitecture=GIN, Transformation=hij -> tan-1(hij)2026.05 | 45 | |
| GrOVeArchitecture=ARMA, Transformation=Rotate, scale by 52026.05 | 48 | |
| GrOVeArchitecture=GSage, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 50 | |
| GrOVeArchitecture=GIN, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 52 | |
| GrOVeArchitecture=ARMA, Transformation=(d x d Gaussian) and scale by Unif(1, 10)2026.05 | 53 | |
| PreGIPArchitecture=GIN, Transformation=hij -> exp(hij)2026.05 | 77 |