Node Classification on Cora (F1, BACC)
73.48F1 ScoreDIR-GNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DIR-GNNperturbation ratio (ρ)=0.052026.04 | 73.48 | 72.72 | |
| DIR-GNNPerturbation ratio rho=0.12026.04 | 71.7 | 71.04 | |
| DIR-GNNperturbation ratio ρ=0.52026.04 | 71.44 | 69.95 | |
| DIR-GNNPerturbation ratio (ρ)=0.22026.04 | 71.3 | 71.11 | |
| GCBperturbation ratio (ρ)=0.052026.04 | 70.75 | 71.34 | |
| GCBPerturbation ratio rho=0.12026.04 | 70.54 | 71.31 | |
| GCBperturbation ratio ρ=0.52026.04 | 70.48 | 70.8 | |
| GCBPerturbation ratio (ρ)=0.22026.04 | 70.4 | 71.03 | |
| GCNPerturbation ratio rho=0.12026.04 | 65.19 | 67.62 | |
| GATPerturbation ratio rho=0.12026.04 | 63.56 | 68.88 | |
| GCNPerturbation ratio (ρ)=0.22026.04 | 60.24 | 68.81 | |
| GCNperturbation ratio (ρ)=0.052026.04 | 58.93 | 67.16 | |
| GIBperturbation ratio (ρ)=0.052026.04 | 58.6 | 59.17 | |
| GATPerturbation ratio (ρ)=0.22026.04 | 57.88 | 64.39 | |
| SEGNNPerturbation ratio rho=0.12026.04 | 56.89 | 60.23 | |
| SEGNNperturbation ratio ρ=0.52026.04 | 56.47 | 59.51 | |
| SEGNNperturbation ratio (ρ)=0.052026.04 | 55.79 | 59.39 | |
| SEGNNPerturbation ratio (ρ)=0.22026.04 | 55.76 | 59.44 | |
| GIBPerturbation ratio rho=0.12026.04 | 55.55 | 58.38 | |
| GATperturbation ratio (ρ)=0.052026.04 | 55.01 | 61.57 | |
| GATperturbation ratio ρ=0.52026.04 | 54.25 | 63.55 | |
| SAGEperturbation ratio (ρ)=0.052026.04 | 53.45 | 57.21 | |
| GCNperturbation ratio ρ=0.52026.04 | 52.19 | 61.01 | |
| GTPerturbation ratio (ρ)=0.22026.04 | 51.12 | 56.14 | |
| SAGEPerturbation ratio (ρ)=0.22026.04 | 50.26 | 57.82 | |
| MLPPerturbation ratio (ρ)=0.22026.04 | 49.3 | 59.94 | |
| SAGEPerturbation ratio rho=0.12026.04 | 47.78 | 55.17 | |
| MLPperturbation ratio ρ=0.52026.04 | 47.76 | 58.52 | |
| MLPperturbation ratio (ρ)=0.052026.04 | 46.79 | 58.83 | |
| MLPPerturbation ratio rho=0.12026.04 | 45.04 | 57.94 | |
| SAGEperturbation ratio ρ=0.52026.04 | 44.04 | 50.19 | |
| GTperturbation ratio ρ=0.52026.04 | 42.25 | 52.13 | |
| GTPerturbation ratio rho=0.12026.04 | 40.32 | 46.77 | |
| GTperturbation ratio (ρ)=0.052026.04 | 38.25 | 45.19 | |
| GIBPerturbation ratio (ρ)=0.22026.04 | 37.52 | 42.46 | |
| VGIBPerturbation ratio (ρ)=0.22026.04 | 34.11 | 38.47 | |
| GIBperturbation ratio ρ=0.52026.04 | 25.59 | 31.8 | |
| VGIBPerturbation ratio rho=0.12026.04 | 22.42 | 28.23 | |
| VGIBperturbation ratio (ρ)=0.052026.04 | 21.17 | 26.65 | |
| VGIBperturbation ratio ρ=0.52026.04 | 20.64 | 26.54 |