Node Classification on Cora (test) (Robustness)
87.31Accuracy (0% Perturbation)STEM-GNN
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STEM-GNN2026.02 | 87.31 | — | — | — | — | — | 78.45 | 85.88 | 83.88 | — | — | — | — | |
| GFT2026.02 | 86.58 | — | — | — | — | — | 76.47 | 84.14 | 82.4 | — | — | — | — | |
| Pro-GNNModel Category=Robust GNN, Attack Protocol=Mettack2023.04 | 84.64 | 79.59 | 73.73 | 62.1 | 54.89 | 48.98 | — | — | — | — | — | — | — | |
| RGCNModel Category=Robust GNN, Attack Protocol=Mettack2023.04 | 84.6 | 75.92 | 72.94 | 59.97 | 52.5 | 46.47 | — | — | — | — | — | — | — | |
| GCN-JKModel Category=Vanilla GNN, Attack Protocol=Mettack2023.04 | 84.38 | 74.63 | 67.32 | 53.26 | 45.29 | 38.63 | — | — | — | — | — | — | — | |
| GATModel Category=Vanilla GNN, Attack Protocol=Mettack2023.04 | 84.3 | 78.56 | 70.18 | 58.39 | 49.35 | 42.4 | — | — | — | — | — | — | — | |
| G-RNA w/o robModel Category=Graph NAS, Attack Protocol=Mettack2023.04 | 84.29 | 77.39 | 67.61 | 53.56 | 48.57 | 41.2 | — | — | — | — | — | — | — | |
| GCNModel Category=Vanilla GNN, Attack Protocol=Mettack2023.04 | 84.28 | 78 | 70.31 | 56.97 | 48.56 | 43.83 | — | — | — | — | — | — | — | |
| GAT-JKModel Category=Vanilla GNN, Attack Protocol=Mettack2023.04 | 84.16 | 74.3 | 68.07 | 54.54 | 51.2 | 43.29 | — | — | — | — | — | — | — | |
| GASSOModel Category=Graph NAS, Attack Protocol=Mettack2023.04 | 84.11 | 77.69 | 68.5 | 56.61 | 51.87 | 46.05 | — | — | — | — | — | — | — | |
| G-RNAModel Category=Graph NAS, Attack Protocol=Mettack2023.04 | 83.81 | 80.45 | 75.16 | 73.52 | 70.6 | 67.23 | — | — | — | — | — | — | — | |
| TFEGNN2026.02 | 83.77 | — | — | — | — | — | 77.07 | 83.57 | 81.47 | — | — | — | — | |
| PTDNetModel Category=Robust GNN, Attack Protocol=Mettack2023.04 | 83.7 | 78.49 | 70.94 | 54.39 | 45.8 | 41.32 | — | — | — | — | — | — | — | |
| GraphMETRO2026.02 | 83.67 | — | — | — | — | — | 79.11 | 82.95 | 81.91 | — | — | — | — | |
| GCN-JaccardModel Category=Robust GNN, Attack Protocol=Mettack2023.04 | 83.64 | 77.07 | 74.07 | 68.92 | 63.57 | 56.14 | — | — | — | — | — | — | — | |
| CaNet2026.02 | 83.63 | — | — | — | — | — | 75.2 | 82.53 | 80.45 | — | — | — | — | |
| MARIO2026.02 | 83.39 | — | — | — | — | — | 78.45 | 83.11 | 81.59 | — | — | — | — | |
| DropEdgeModel Category=Robust GNN, Attack Protocol=Mettack2023.04 | 83.35 | 77.84 | 70.96 | 57.13 | 49.7 | 43.51 | — | — | — | — | — | — | — | |
| GraphNASModel Category=Graph NAS, Attack Protocol=Mettack2023.04 | 82.77 | 72.97 | 57.12 | 44.5 | 37.21 | 31.96 | — | — | — | — | — | — | — | |
| CGNN+GIBMethod Group=Denoise + IB2025.12 | — | — | — | — | — | — | — | — | — | 70.53 | 64.73 | 73.57 | 59 | |
| CurvGIBMethod Group=Improved IB2025.12 | — | — | — | — | — | — | — | — | — | 65.9 | 52.63 | 67.17 | 52 | |
| GIBMethod Group=ClassicIB2025.12 | — | — | — | — | — | — | — | — | — | 75.37 | 71.6 | 73.73 | 65.27 | |
| GIB (LGCE)Method Group=Robust Loss2025.12 | — | — | — | — | — | — | — | — | — | 74.77 | 70.47 | 75 | 65.27 | |
| GIB (LSCE)Method Group=Robust Loss2025.12 | — | — | — | — | — | — | — | — | — | 74.4 | 69.17 | 75.97 | 66.73 | |
| IS-GIBMethod Group=Improved IB2025.12 | — | — | — | — | — | — | — | — | — | 69.2 | 54.73 | 70.3 | 56.47 | |
| LaT-IBMethod Group=Ours2025.12 | — | — | — | — | — | — | — | — | — | 74.3 | 74.07 | 76.87 | 66.8 | |
| RNCGLN+GIBMethod Group=Denoise + IB2025.12 | — | — | — | — | — | — | — | — | — | 74.53 | 71.67 | 73.57 | 63.6 |