Node Classification Robustness on CiteSeer (Δ = 5)
3,312Number Solved (All instances)RobLight
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RobLightAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 3,312 | 0.2 | 0.07 | 2,929 | 0.22 | 0.08 | |
| RobLightAggregation function=sum, Robustness type=General, Budget=52025.10 | 3,312 | 0.24 | 0.08 | 2,446 | 0.32 | 0.11 | |
| RobLightAggregation function=mean, Robustness type=General, Budget=52025.10 | 3,312 | 0.11 | 0.05 | 2,459 | 0.15 | 0.07 | |
| RobLightAggregation function=max, Robustness type=General, Budget=52025.10 | 3,303 | 0.63 | 0.22 | 2,478 | 0.82 | 0.29 | |
| SCIP-MPNNAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 3,208 | 19.14 | 5.85 | 2,832 | 16.65 | 4.78 | |
| GNNevAggregation function=sum, Robustness type=General, Budget=52025.10 | 3,034 | 13.36 | 7.55 | 2,201 | 9.43 | 5.02 | |
| GNNevAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 2,990 | 14.22 | 7.36 | 2,620 | 12.62 | 6.17 | |
| GNNevAggregation function=mean, Robustness type=General, Budget=52025.10 | 2,845 | 12.58 | 7.14 | 2,082 | 9.35 | 4.85 | |
| GNNevAggregation function=max, Robustness type=General, Budget=52025.10 | 2,621 | 54.7 | 16.38 | 1,958 | 21.08 | 8.77 |