Node Classification on Reddit (F1, BACC)
56.29F1 ScoreGAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GAT2026.04 | 56.29 | 56.3 | |
| GT2026.04 | 56.15 | 56.15 | |
| SEGNNPerturbation ratio rho=0.12026.04 | 55.91 | 56.7 | |
| SEGNNperturbation ratio (ρ)=0.052026.04 | 55.58 | 55.99 | |
| DIR-GNNPerturbation ratio rho=0.12026.04 | 55.41 | 57.48 | |
| DIR-GNN2026.04 | 55.34 | 57.18 | |
| SAGE2026.04 | 55.33 | 55.33 | |
| GCB2026.04 | 55.06 | 55.11 | |
| GCBPerturbation ratio (ρ)=0.22026.04 | 55.05 | 55.1 | |
| GCBperturbation ratio (ρ)=0.052026.04 | 54.93 | 54.98 | |
| GCBPerturbation ratio rho=0.12026.04 | 54.91 | 54.95 | |
| DIR-GNNPerturbation ratio (ρ)=0.22026.04 | 54.68 | 56.99 | |
| DIR-GNNperturbation ratio (ρ)=0.052026.04 | 54.64 | 57.12 | |
| SEGNNPerturbation ratio (ρ)=0.22026.04 | 54.56 | 55.35 | |
| GCN2026.04 | 54.49 | 54.64 | |
| SEGNN2026.04 | 53.53 | 54.59 | |
| MLP2026.04 | 53.34 | 53.39 | |
| GCBupsampling ratio=10, setting=OOD2026.04 | 44.77 | 55.75 | |
| GIBPerturbation ratio (ρ)=0.22026.04 | 41.45 | 51.65 | |
| GIBPerturbation ratio rho=0.12026.04 | 40.23 | 52.11 | |
| GIB2026.04 | 38.84 | 51.49 | |
| GIBperturbation ratio (ρ)=0.052026.04 | 38.57 | 51.7 | |
| VGIBperturbation ratio (ρ)=0.052026.04 | 34.58 | 50.29 | |
| VGIBPerturbation ratio rho=0.12026.04 | 33.92 | 50.16 | |
| VGIB2026.04 | 33.68 | 50.12 | |
| VGIBPerturbation ratio (ρ)=0.22026.04 | 33.09 | 50 | |
| GCNPerturbation ratio rho=0.12026.04 | 18.17 | 50.51 | |
| MLPPerturbation ratio rho=0.12026.04 | 18.09 | 51.09 | |
| GCNupsampling ratio=10, setting=OOD2026.04 | 17.35 | 49.91 | |
| GTupsampling ratio=10, setting=OOD2026.04 | 17.33 | 51.58 | |
| GATPerturbation ratio rho=0.12026.04 | 17.3 | 51.83 | |
| GCNPerturbation ratio (ρ)=0.22026.04 | 17.24 | 50.6 | |
| SAGEPerturbation ratio (ρ)=0.22026.04 | 17.1 | 50.99 | |
| GATperturbation ratio (ρ)=0.052026.04 | 17.03 | 51.28 | |
| SAGEPerturbation ratio rho=0.12026.04 | 16.93 | 51.67 | |
| GTPerturbation ratio rho=0.12026.04 | 16.8 | 51.26 | |
| SAGEupsampling ratio=10, setting=OOD2026.04 | 16.7 | 52.08 | |
| GTPerturbation ratio (ρ)=0.22026.04 | 16.19 | 50.84 | |
| MLPperturbation ratio (ρ)=0.052026.04 | 16.19 | 51.58 | |
| MLPupsampling ratio=10, setting=OOD2026.04 | 16.08 | 50.69 | |
| SAGEperturbation ratio (ρ)=0.052026.04 | 16 | 51.42 | |
| GCNperturbation ratio (ρ)=0.052026.04 | 15.95 | 50.46 | |
| MLPPerturbation ratio (ρ)=0.22026.04 | 15.37 | 51.51 | |
| GATupsampling ratio=10, setting=OOD2026.04 | 15.35 | 51.4 | |
| GATPerturbation ratio (ρ)=0.22026.04 | 14.93 | 50.5 | |
| GTperturbation ratio (ρ)=0.052026.04 | 14.35 | 51.02 | |
| DIR-GNNupsampling ratio=10, setting=OOD2026.04 | 8.46 | 50 | |
| GIBupsampling ratio=10, setting=OOD2026.04 | 8.46 | 49.98 | |
| VGIBupsampling ratio=10, setting=OOD2026.04 | 8.46 | 50 |