Node Classification Robustness Certification on CiteSeer
3,312Count Solved (All Instances)RobLight
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RobLightAggregation function=sum, Robustness type=Weak, Budget (Delta)=2, #Instances=3,3122025.10 | 3,312 | 0.01 | 0.01 | 3,014 | 0.01 | 0.01 | — | — | — | |
| RobLightAggregation function=sum, Robustness type=General, Budget (Delta)=2, #Instances=3,3122025.10 | 3,312 | 0.01 | 0.01 | 2,585 | 0.01 | 0.01 | — | — | — | |
| RobLightAggregation function=max, Robustness type=General, Budget (Delta)=2, #Instances=3,3122025.10 | 3,312 | 0.01 | 0.01 | 2,615 | 0.01 | 0.01 | — | — | — | |
| RobLightAggregation function=mean, Robustness type=General, Budget (Delta)=2, #Instances=3,3122025.10 | 3,312 | 0.01 | 0.01 | 2,591 | 0.01 | 0.01 | — | — | — | |
| RobLightAggregation Function=sum, Robustness Type=Weak, Delta (Budget)=12025.10 | 3,312 | 0.01 | 0.01 | 3,107 | 0.01 | 0.01 | — | — | — | |
| RobLightAggregation Function=sum, Robustness Type=General, Delta (Budget)=12025.10 | 3,312 | 0.01 | 0.01 | 2,791 | 0.01 | 0.01 | — | — | — | |
| RobLightAggregation Function=max, Robustness Type=General, Delta (Budget)=12025.10 | 3,312 | 0.01 | 0.01 | 2,774 | 0.01 | 0.01 | — | — | — | |
| RobLightAggregation Function=mean, Robustness Type=General, Delta (Budget)=12025.10 | 3,312 | 0.01 | 0.01 | 2,744 | 0.01 | 0.01 | — | — | — | |
| SCIP-MPNNAggregation Function=sum, Robustness Type=Weak, Delta (Budget)=12025.10 | 3,305 | 3.16 | 1.67 | 3,126 | 3.09 | 1.62 | — | — | — | |
| SCIP-MPNNAggregation function=sum, Robustness type=Weak, Budget (Delta)=2, #Instances=3,3122025.10 | 3,273 | 13.31 | 4.41 | 2,984 | 12.56 | 4 | — | — | — | |
| GNNevAggregation Function=sum, Robustness Type=General, Delta (Budget)=12025.10 | 3,173 | 14.45 | 8.17 | 2,652 | 14.71 | 7.62 | — | — | — | |
| GNNevAggregation Function=sum, Robustness Type=Weak, Delta (Budget)=12025.10 | 3,121 | 13.32 | 7.4 | 2,916 | 13.25 | 7.1 | — | — | — | |
| GNNevAggregation function=sum, Robustness type=Weak, Budget (Delta)=2, #Instances=3,3122025.10 | 3,100 | 18.01 | 8.47 | 2,803 | 17.8 | 7.81 | — | — | — | |
| GNNevAggregation function=sum, Robustness type=General, Budget (Delta)=2, #Instances=3,3122025.10 | 3,097 | 15.88 | 8.4 | 2,372 | 15.06 | 6.87 | — | — | — | |
| GNNevAggregation Function=mean, Robustness Type=General, Delta (Budget)=12025.10 | 3,095 | 13.5 | 7.88 | 2,528 | 13.51 | 7.18 | — | — | — | |
| GNNevAggregation Function=max, Robustness Type=General, Delta (Budget)=12025.10 | 3,042 | 100.75 | 23.76 | 2,518 | 92.96 | 19.8 | — | — | — | |
| GNNevAggregation function=mean, Robustness type=General, Budget (Delta)=2, #Instances=3,3122025.10 | 2,888 | 16.39 | 8.05 | 2,195 | 15.13 | 6.37 | — | — | — | |
| GNNevAggregation function=max, Robustness type=General, Budget (Delta)=2, #Instances=3,3122025.10 | 2,705 | 61.5 | 19.31 | 2,078 | 34.02 | 12.06 | — | — | — | |
| GNNevAggregation=sum, Subset=All instances2025.10 | — | — | — | — | — | — | 12,193 | 14.7 | 7.58 | |
| GNNevAggregation=sum, Subset=Robust instances2025.10 | — | — | — | — | — | — | 10,936 | 13.77 | 6.73 | |
| GNNevAggregation=sum, Subset=All instances2025.10 | — | — | — | — | — | — | 12,367 | 15.2 | 8.09 | |
| GNNevAggregation=sum, Subset=Robust instances2025.10 | — | — | — | — | — | — | 9,439 | 13.33 | 6.34 | |
| GNNevAggregation=max, Subset=All instances2025.10 | — | — | — | — | — | — | 11,020 | 71.44 | 19.23 | |
| GNNevAggregation=max, Subset=Robust instances2025.10 | — | — | — | — | — | — | 8,512 | 45.48 | 12.38 | |
| GNNevAggregation=mean, Subset=All instances2025.10 | — | — | — | — | — | — | 11,708 | 13.9 | 7.62 | |
| GNNevAggregation=mean, Subset=Robust instances2025.10 | — | — | — | — | — | — | 8,887 | 11.97 | 5.87 | |
| RobLightAggregation=sum, Subset=All instances2025.10 | — | — | — | — | — | — | 13,222 | 0.13 | 0.04 | |
| RobLightAggregation=sum, Subset=Robust instances2025.10 | — | — | — | — | — | — | 11,930 | 0.14 | 0.05 | |
| RobLightAggregation=sum, Subset=All instances2025.10 | — | — | — | — | — | — | 13,228 | 0.13 | 0.04 | |
| RobLightAggregation=sum, Subset=Robust instances2025.10 | — | — | — | — | — | — | 10,216 | 0.17 | 0.05 | |
| RobLightAggregation=max, Subset=All instances2025.10 | — | — | — | — | — | — | 13,206 | 0.26 | 0.09 | |
| RobLightAggregation=max, Subset=Robust instances2025.10 | — | — | — | — | — | — | 10,303 | 0.32 | 0.11 | |
| RobLightAggregation=mean, Subset=All instances2025.10 | — | — | — | — | — | — | 13,234 | 0.09 | 0.04 | |
| RobLightAggregation=mean, Subset=Robust instances2025.10 | — | — | — | — | — | — | 10,215 | 0.11 | 0.04 | |
| SCIP-MPNNAggregation=sum, Subset=All instances2025.10 | — | — | — | — | — | — | 12,935 | 13.06 | 4.17 | |
| SCIP-MPNNAggregation=sum, Subset=Robust instances2025.10 | — | — | — | — | — | — | 11,720 | 11.32 | 3.52 |