Node Classification on Citeseer (F1 and BACC)
63.39F1 ScoreGCB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCBperturbation ratio ρ=0.52026.04 | 63.39 | 63.76 | |
| GCBperturbation ratio (ρ)=0.052026.04 | 63.2 | 63.52 | |
| GCBPerturbation ratio (ρ)=0.22026.04 | 63.14 | 63.47 | |
| GCBPerturbation ratio rho=0.12026.04 | 63.02 | 63.38 | |
| DIR-GNNPerturbation ratio (ρ)=0.22026.04 | 62.54 | 65.12 | |
| DIR-GNNperturbation ratio ρ=0.52026.04 | 62.32 | 64.97 | |
| DIR-GNNperturbation ratio (ρ)=0.052026.04 | 62.03 | 64.6 | |
| DIR-GNNPerturbation ratio rho=0.12026.04 | 61.84 | 64.42 | |
| SEGNNperturbation ratio ρ=0.52026.04 | 60.23 | 63.1 | |
| SEGNNperturbation ratio (ρ)=0.052026.04 | 60.06 | 62.95 | |
| SEGNNPerturbation ratio (ρ)=0.22026.04 | 59.94 | 62.98 | |
| SEGNNPerturbation ratio rho=0.12026.04 | 59.55 | 62.66 | |
| GIBPerturbation ratio rho=0.12026.04 | 58.99 | 61.91 | |
| VGIBperturbation ratio ρ=0.52026.04 | 54.25 | 56.74 | |
| VGIBperturbation ratio (ρ)=0.052026.04 | 53.9 | 57.17 | |
| GIBPerturbation ratio (ρ)=0.22026.04 | 52.91 | 57.5 | |
| VGIBPerturbation ratio rho=0.12026.04 | 52.91 | 55.81 | |
| VGIBPerturbation ratio (ρ)=0.22026.04 | 52.05 | 55.8 | |
| GCNPerturbation ratio (ρ)=0.22026.04 | 47.16 | 58.67 | |
| GCNperturbation ratio (ρ)=0.052026.04 | 46.96 | 58.48 | |
| GATperturbation ratio ρ=0.52026.04 | 46.58 | 60.72 | |
| GCNPerturbation ratio rho=0.12026.04 | 46.43 | 58.4 | |
| GCNperturbation ratio ρ=0.52026.04 | 46.07 | 56.61 | |
| GIBperturbation ratio (ρ)=0.052026.04 | 45.6 | 50.91 | |
| GATPerturbation ratio (ρ)=0.22026.04 | 44.69 | 58.83 | |
| MLPperturbation ratio ρ=0.52026.04 | 44.65 | 58.45 | |
| GATPerturbation ratio rho=0.12026.04 | 43.79 | 58.11 | |
| GATperturbation ratio (ρ)=0.052026.04 | 43.59 | 57.78 | |
| SAGEperturbation ratio (ρ)=0.052026.04 | 42.45 | 57.74 | |
| MLPPerturbation ratio (ρ)=0.22026.04 | 42.01 | 57.97 | |
| MLPPerturbation ratio rho=0.12026.04 | 41.94 | 57.38 | |
| SAGEPerturbation ratio rho=0.12026.04 | 40.6 | 56.65 | |
| GIBperturbation ratio ρ=0.52026.04 | 40.56 | 46.87 | |
| GTperturbation ratio (ρ)=0.052026.04 | 39.8 | 55.3 | |
| MLPperturbation ratio (ρ)=0.052026.04 | 38.16 | 53.71 | |
| GTPerturbation ratio (ρ)=0.22026.04 | 32.63 | 51.08 | |
| SAGEperturbation ratio ρ=0.52026.04 | 32.53 | 50.5 | |
| GTperturbation ratio ρ=0.52026.04 | 31.04 | 49.44 | |
| SAGEPerturbation ratio (ρ)=0.22026.04 | 29.81 | 49.99 | |
| GTPerturbation ratio rho=0.12026.04 | 27.14 | 46.19 |