Node Classification on Instagram (F1%, BACC%)
56.79F1 ScoreGCB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCBperturbation ratio (ρ)=0.052026.04 | 56.79 | 56.72 | |
| GCBPerturbation ratio rho=0.12026.04 | 56.75 | 56.7 | |
| DIR-GNNperturbation ratio (ρ)=0.052026.04 | 55.78 | 56.7 | |
| DIR-GNNPerturbation ratio rho=0.12026.04 | 55.55 | 56.66 | |
| SEGNNperturbation ratio (ρ)=0.052026.04 | 54.75 | 55.22 | |
| SEGNNPerturbation ratio rho=0.12026.04 | 54.67 | 55.42 | |
| GCBupsampling ratio=10, setting=OOD2026.04 | 52.17 | 55.57 | |
| GCNupsampling ratio=10, setting=OOD2026.04 | 47.15 | 55.23 | |
| GCNperturbation ratio (ρ)=0.052026.04 | 42.47 | 52.11 | |
| GIBPerturbation ratio rho=0.12026.04 | 41.53 | 51.81 | |
| GIBperturbation ratio (ρ)=0.052026.04 | 40.96 | 51.59 | |
| SAGEperturbation ratio (ρ)=0.052026.04 | 40.93 | 52.32 | |
| VGIBperturbation ratio (ρ)=0.052026.04 | 38.99 | 50.07 | |
| SAGEPerturbation ratio rho=0.12026.04 | 38.86 | 52.61 | |
| VGIBPerturbation ratio rho=0.12026.04 | 38.86 | 50.02 | |
| GCNPerturbation ratio rho=0.12026.04 | 38.56 | 51.96 | |
| SAGEupsampling ratio=10, setting=OOD2026.04 | 37.94 | 52.14 | |
| MLPperturbation ratio (ρ)=0.052026.04 | 37.69 | 52.53 | |
| GTupsampling ratio=10, setting=OOD2026.04 | 37.51 | 52.9 | |
| GATPerturbation ratio rho=0.12026.04 | 35.94 | 51.83 | |
| GATupsampling ratio=10, setting=OOD2026.04 | 35.8 | 51.7 | |
| MLPupsampling ratio=10, setting=OOD2026.04 | 35.38 | 51.29 | |
| GTPerturbation ratio rho=0.12026.04 | 35.26 | 51.95 | |
| MLPPerturbation ratio rho=0.12026.04 | 34.65 | 51.57 | |
| GTperturbation ratio (ρ)=0.052026.04 | 34.43 | 51.44 | |
| GATperturbation ratio (ρ)=0.052026.04 | 34.32 | 51.16 | |
| GIBupsampling ratio=10, setting=OOD2026.04 | 26.92 | 50.06 | |
| DIR-GNNupsampling ratio=10, setting=OOD2026.04 | 26.74 | 50 | |
| VGIBupsampling ratio=10, setting=OOD2026.04 | 26.74 | 50 |