Node Classification Robustness on Wisconsin Δ = 5
251#Solved (All)RobLight
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RobLightAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 251 | 0.94 | 0.44 | 194 | 1.21 | 0.57 | |
| RobLightAggregation function=sum, Robustness type=General, Budget=52025.10 | 251 | 0.97 | 0.4 | 149 | 1.62 | 0.65 | |
| RobLightAggregation function=max, Robustness type=General, Budget=52025.10 | 251 | 5.17 | 1.16 | 176 | 7.13 | 1.57 | |
| RobLightAggregation function=mean, Robustness type=General, Budget=52025.10 | 251 | 0.33 | 0.22 | 145 | 0.56 | 0.38 | |
| GNNevAggregation function=sum, Robustness type=General, Budget=52025.10 | 205 | 24.15 | 10.71 | 119 | 12.11 | 4.81 | |
| SCIP-MPNNAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 193 | 40.52 | 12.64 | 158 | 32.8 | 9.92 | |
| GNNevAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 175 | 15.06 | 7.34 | 136 | 10.56 | 4.92 | |
| GNNevAggregation function=mean, Robustness type=General, Budget=52025.10 | 174 | 20.21 | 8.83 | 93 | 3.69 | 2.63 | |
| GNNevAggregation function=max, Robustness type=General, Budget=52025.10 | 140 | 47.65 | 12.06 | 104 | 8.66 | 4.77 |