Node Classification Robustness Certification on Wisconsin
0.01Time (s) (All Instances)RobLight
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RobLightAggregation function=sum, Robustness type=Weak, Budget (Delta)=2, #Instances=2512025.10 | 0.01 | 251 | 0.01 | 211 | 0.01 | 0.01 | — | |
| RobLightAggregation function=sum, Robustness type=General, Budget (Delta)=2, #Instances=2512025.10 | 0.01 | 251 | 0.01 | 166 | 0.01 | 0.01 | — | |
| RobLightAggregation function=max, Robustness type=General, Budget (Delta)=2, #Instances=2512025.10 | 0.01 | 251 | 0.01 | 189 | 0.01 | 0.01 | — | |
| RobLightAggregation function=mean, Robustness type=General, Budget (Delta)=2, #Instances=2512025.10 | 0.01 | 251 | 0.01 | 167 | 0.01 | 0.01 | — | |
| RobLightAggregation Function=sum, Robustness Type=Weak, Delta (Budget)=12025.10 | 0.01 | 251 | 0.01 | 228 | 0.01 | 0.01 | — | |
| RobLightAggregation Function=sum, Robustness Type=General, Delta (Budget)=12025.10 | 0.01 | 251 | 0.01 | 189 | 0.01 | 0.01 | — | |
| RobLightAggregation Function=max, Robustness Type=General, Delta (Budget)=12025.10 | 0.01 | 251 | 0.01 | 202 | 0.01 | 0.01 | — | |
| RobLightAggregation Function=mean, Robustness Type=General, Delta (Budget)=12025.10 | 0.01 | 251 | 0.01 | 186 | 0.01 | 0.01 | — | |
| RobLightAggregation=sum, Subset=All instances2025.10 | 0.3 | — | 0.13 | — | — | — | 1,001 | |
| RobLightAggregation=mean, Subset=Robust instances2025.10 | 0.31 | — | 0.17 | — | — | — | 633 | |
| RobLightAggregation=mean, Subset=All instances2025.10 | 0.38 | — | 0.14 | — | — | — | 1,000 | |
| RobLightAggregation=sum, Subset=Robust instances2025.10 | 0.42 | — | 0.18 | — | — | — | 645 | |
| RobLightAggregation=sum, Subset=All instances2025.10 | 1.17 | 992 | 0.26 | — | — | — | — | |
| RobLightAggregation=sum, Subset=Robust instances2025.10 | 1.42 | 815 | 0.32 | — | — | — | — | |
| RobLightAggregation=max, Subset=All instances2025.10 | 1.69 | — | 0.44 | — | — | — | 993 | |
| RobLightAggregation=max, Subset=Robust instances2025.10 | 2.05 | — | 0.52 | — | — | — | 727 | |
| GNNevAggregation=mean, Subset=Robust instances2025.10 | 13.86 | — | 5.71 | — | — | — | 439 | |
| GNNevAggregation=sum, Subset=Robust instances2025.10 | 14.81 | — | 6.57 | — | — | — | 547 | |
| GNNevAggregation=sum, Subset=Robust instances2025.10 | 15.62 | 626 | 7.11 | — | — | — | — | |
| GNNevAggregation=sum, Subset=All instances2025.10 | 18.26 | 768 | 8.92 | — | — | — | — | |
| GNNevAggregation Function=sum, Robustness Type=General, Delta (Budget)=12025.10 | 18.82 | 242 | 11.17 | 181 | 18.39 | 9.88 | — | |
| GNNevAggregation Function=sum, Robustness Type=Weak, Delta (Budget)=12025.10 | 18.87 | 223 | 10.33 | 201 | 19.1 | 9.97 | — | |
| GNNevAggregation=mean, Subset=All instances2025.10 | 20.96 | — | 9.86 | — | — | — | 741 | |
| GNNevAggregation=sum, Subset=All instances2025.10 | 22.11 | — | 10.58 | — | — | — | 853 | |
| GNNevAggregation function=mean, Robustness type=General, Budget (Delta)=2, #Instances=2512025.10 | 22.54 | 172 | 9.47 | 100 | 18.32 | 4.98 | — | |
| GNNevAggregation function=sum, Robustness type=Weak, Budget (Delta)=2, #Instances=2512025.10 | 23.38 | 190 | 10.25 | 154 | 20.37 | 8.1 | — | |
| GNNevAggregation Function=mean, Robustness Type=General, Delta (Budget)=12025.10 | 25.26 | 217 | 12.62 | 153 | 23.35 | 11.19 | — | |
| GNNevAggregation function=sum, Robustness type=General, Budget (Delta)=2, #Instances=2512025.10 | 25.36 | 200 | 10.57 | 128 | 17.53 | 6.3 | — | |
| SCIP-MPNNAggregation Function=sum, Robustness Type=Weak, Delta (Budget)=12025.10 | 28.36 | 243 | 9.84 | 228 | 28.58 | 9.76 | — | |
| SCIP-MPNNAggregation=sum, Subset=Robust instances2025.10 | 34.13 | 723 | 10.79 | — | — | — | — | |
| SCIP-MPNNAggregation=sum, Subset=All instances2025.10 | 38.93 | 844 | 12.58 | — | — | — | — | |
| GNNevAggregation function=max, Robustness type=General, Budget (Delta)=2, #Instances=2512025.10 | 45.33 | 139 | 12.88 | 106 | 20.25 | 6.52 | — | |
| SCIP-MPNNAggregation function=sum, Robustness type=Weak, Budget (Delta)=2, #Instances=2512025.10 | 50.25 | 213 | 17.05 | 181 | 45.03 | 14.61 | — | |
| GNNevAggregation=max, Subset=Robust instances2025.10 | 52.91 | — | 9.97 | — | — | — | 471 | |
| GNNevAggregation=max, Subset=All instances2025.10 | 77.87 | — | 17.24 | — | — | — | 621 | |
| GNNevAggregation Function=max, Robustness Type=General, Delta (Budget)=12025.10 | 135.63 | 200 | 29.91 | 156 | 132.31 | 23.21 | — |