Node Classification on PubMed (test) (Robustness Evaluation)
77.84AccuracySTEM-GNN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| STEM-GNN2026.02 | 77.84 | — | — | — | — | — | — | |
| GFT2026.02 | 77.7 | — | — | — | — | — | — | |
| MARIO2026.02 | 77.12 | — | — | — | — | — | — | |
| TFEGNN2026.02 | 77.04 | — | — | — | — | — | — | |
| GCN2026.02 | 75.61 | — | — | — | — | — | — | |
| CaNet2026.02 | 75.33 | — | — | — | — | — | — | |
| BGRL2026.02 | 75.29 | — | — | — | — | — | — | |
| GraphMETRO2026.02 | 75.24 | — | — | — | — | — | — | |
| GAT2026.02 | 74.86 | — | — | — | — | — | — | |
| GraphMAE2026.02 | 74.32 | — | — | — | — | — | — | |
| DGI2026.02 | 73.13 | — | — | — | — | — | — | |
| DREAMNoise Type=asymmetric2026.01 | 72.45 | — | — | — | — | — | — | |
| GIANT2026.02 | 72.31 | — | — | — | — | — | — | |
| DREAMNoise Type=uniform2026.01 | 71.75 | — | — | — | — | — | — | |
| GIN2026.02 | 69.51 | — | — | — | — | — | — | |
| DREAMNoise Type=pair2026.01 | 69.06 | — | — | — | — | — | — | |
| Linear2026.02 | 68.66 | — | — | — | — | — | — | |
| GCNNoise Type=uniform2026.01 | 66.53 | — | — | — | — | — | — | |
| GCNNoise Type=asymmetric2026.01 | 66.53 | — | — | — | — | — | — | |
| GCNNoise Type=pair2026.01 | 62.91 | — | — | — | — | — | — | |
| DropEdgeModel Category=Robust GNN, Attack Protocol=Mettack2023.04 | — | 83.93 | 83.24 | 82.33 | 81.06 | 79.21 | 76.88 | |
| G-RNAModel Category=Graph NAS, Attack Protocol=Mettack2023.04 | — | 87.48 | 87.01 | 86.5 | 86.04 | 85.94 | 85.82 | |
| G-RNA w/o robModel Category=Graph NAS, Attack Protocol=Mettack2023.04 | — | 87.18 | 82.59 | 80.29 | 78.11 | 75.98 | 73.6 | |
| GASSOModel Category=Graph NAS, Attack Protocol=Mettack2023.04 | — | 86.27 | 84.15 | 83.18 | 82.56 | 81.73 | 83.25 | |
| GATModel Category=Vanilla GNN, Attack Protocol=Mettack2023.04 | — | 85.28 | 81.02 | 79.58 | 76.39 | 74.41 | 72.22 | |
| GAT-JKModel Category=Vanilla GNN, Attack Protocol=Mettack2023.04 | — | 85.72 | 82.37 | 80.6 | 78.5 | 76.39 | 74.02 | |
| GCNModel Category=Vanilla GNN, Attack Protocol=Mettack2023.04 | — | 86.35 | 82.7 | 80.56 | 77.85 | 75.85 | 73.68 | |
| GCN-JaccardModel Category=Robust GNN, Attack Protocol=Mettack2023.04 | — | 87.11 | 83.95 | 82.3 | 80.16 | 78.83 | 76.86 | |
| GCN-JKModel Category=Vanilla GNN, Attack Protocol=Mettack2023.04 | — | 87.07 | 82.76 | 81.56 | 80.22 | 79.14 | 77.31 | |
| GraphNASModel Category=Graph NAS, Attack Protocol=Mettack2023.04 | — | 87.26 | 83.56 | 80 | 77.86 | 72.97 | 68.05 | |
| PTDNetModel Category=Robust GNN, Attack Protocol=Mettack2023.04 | — | 83.87 | 74.32 | 68.8 | 67.32 | 66.5 | 65.21 | |
| RGCNModel Category=Robust GNN, Attack Protocol=Mettack2023.04 | — | 86.64 | 82.9 | 80.73 | 77.86 | 75.89 | 73.74 |