Node Classification Robustness on Cornell Δ = 5
183Solved Count (All Instances)RobLight
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RobLightAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 183 | 0.01 | 0.01 | 86 | 0.01 | 0.01 | |
| RobLightAggregation function=sum, Robustness type=General, Budget=52025.10 | 183 | 0.01 | 0.01 | 69 | 0.01 | 0.01 | |
| RobLightAggregation function=max, Robustness type=General, Budget=52025.10 | 183 | 0.03 | 0.02 | 90 | 0.05 | 0.05 | |
| RobLightAggregation function=mean, Robustness type=General, Budget=52025.10 | 183 | 0.01 | 0.01 | 99 | 0.01 | 0.01 | |
| SCIP-MPNNAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 167 | 26.83 | 7.28 | 83 | 19.86 | 5.22 | |
| GNNevAggregation function=sum, Robustness type=General, Budget=52025.10 | 165 | 12.31 | 7.93 | 61 | 8.99 | 4.55 | |
| GNNevAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 151 | 14.22 | 7.68 | 67 | 11.78 | 5.25 | |
| GNNevAggregation function=mean, Robustness type=General, Budget=52025.10 | 143 | 13.47 | 7.95 | 67 | 6.47 | 3.78 | |
| GNNevAggregation function=max, Robustness type=General, Budget=52025.10 | 133 | 38.32 | 16.57 | 59 | 18.16 | 7.04 |