Node Classification on WikiCS (F1 and BACC)
72.78F1 ScoreVGIB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VGIBperturbation ratio (ρ)=0.052026.04 | 72.78 | 72.45 | |
| GCBperturbation ratio ρ=0.52026.04 | 69.17 | 70.45 | |
| GCBPerturbation ratio rho=0.12026.04 | 68.8 | 70.45 | |
| GCBPerturbation ratio (ρ)=0.22026.04 | 68.71 | 70.64 | |
| GCBperturbation ratio (ρ)=0.052026.04 | 68.7 | 70.6 | |
| GCNperturbation ratio ρ=0.52026.04 | 65.21 | 68.76 | |
| DIR-GNNperturbation ratio (ρ)=0.052026.04 | 65.05 | 63.77 | |
| DIR-GNNPerturbation ratio rho=0.12026.04 | 64.3 | 63.15 | |
| GCNPerturbation ratio rho=0.12026.04 | 63.15 | 68.98 | |
| GTperturbation ratio ρ=0.52026.04 | 62.95 | 70.35 | |
| SAGEPerturbation ratio (ρ)=0.22026.04 | 62.87 | 70.36 | |
| SAGEperturbation ratio ρ=0.52026.04 | 62.65 | 70.73 | |
| GCNperturbation ratio (ρ)=0.052026.04 | 62.44 | 68.39 | |
| DIR-GNNPerturbation ratio (ρ)=0.22026.04 | 61.7 | 60.6 | |
| SAGEperturbation ratio (ρ)=0.052026.04 | 61.58 | 68.96 | |
| GTPerturbation ratio rho=0.12026.04 | 60.67 | 67.86 | |
| GTPerturbation ratio (ρ)=0.22026.04 | 60.47 | 66.23 | |
| SAGEPerturbation ratio rho=0.12026.04 | 59.9 | 66.69 | |
| VGIBPerturbation ratio rho=0.12026.04 | 59.83 | 60.32 | |
| GCNPerturbation ratio (ρ)=0.22026.04 | 59.73 | 62.88 | |
| VGIBPerturbation ratio (ρ)=0.22026.04 | 59.54 | 61.2 | |
| GATperturbation ratio ρ=0.52026.04 | 59.33 | 65.94 | |
| GATperturbation ratio (ρ)=0.052026.04 | 58.93 | 66.43 | |
| GATPerturbation ratio rho=0.12026.04 | 58.79 | 67.83 | |
| GATPerturbation ratio (ρ)=0.22026.04 | 58.14 | 62.4 | |
| GTperturbation ratio (ρ)=0.052026.04 | 56.3 | 64.35 | |
| MLPperturbation ratio ρ=0.52026.04 | 55.24 | 65.36 | |
| MLPPerturbation ratio rho=0.12026.04 | 54.13 | 64.72 | |
| MLPperturbation ratio (ρ)=0.052026.04 | 53.96 | 64.83 | |
| DIR-GNNperturbation ratio ρ=0.52026.04 | 53.83 | 54.12 | |
| MLPPerturbation ratio (ρ)=0.22026.04 | 52.92 | 61.84 | |
| VGIBperturbation ratio ρ=0.52026.04 | 45.45 | 47.58 | |
| GIBperturbation ratio (ρ)=0.052026.04 | 40.07 | 40.14 | |
| SEGNNperturbation ratio (ρ)=0.052026.04 | 37.35 | 41.85 | |
| SEGNNPerturbation ratio rho=0.12026.04 | 36.78 | 41.06 | |
| SEGNNPerturbation ratio (ρ)=0.22026.04 | 35.77 | 40.4 | |
| SEGNNperturbation ratio ρ=0.52026.04 | 35.41 | 39.84 | |
| GIBPerturbation ratio rho=0.12026.04 | 30.36 | 32.54 | |
| GIBPerturbation ratio (ρ)=0.22026.04 | 24.4 | 27.94 | |
| GIBperturbation ratio ρ=0.52026.04 | 17.64 | 23.25 |