Node Classification Robustness on Cora Δ = 5
2,708Solved Count (All)RobLight
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RobLightAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 2,708 | 0.04 | 0.04 | 2,160 | 0.05 | 0.04 | |
| RobLightAggregation function=sum, Robustness type=General, Budget=52025.10 | 2,708 | 0.02 | 0.02 | 1,470 | 0.03 | 0.03 | |
| RobLightAggregation function=max, Robustness type=General, Budget=52025.10 | 2,708 | 0.12 | 0.1 | 1,549 | 0.21 | 0.17 | |
| RobLightAggregation function=mean, Robustness type=General, Budget=52025.10 | 2,708 | 0.01 | 0.01 | 1,460 | 0.01 | 0.01 | |
| SCIP-MPNNAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 1,937 | 65.49 | 22.14 | 1,539 | 58.14 | 17.6 | |
| GNNevAggregation function=sum, Robustness type=General, Budget=52025.10 | 1,913 | 22.52 | 10.56 | 962 | 12.26 | 4.33 | |
| GNNevAggregation function=mean, Robustness type=General, Budget=52025.10 | 1,789 | 24.25 | 11.89 | 842 | 7.95 | 3.37 | |
| GNNevAggregation function=sum, Robustness type=Weak, Budget=52025.10 | 1,656 | 23.19 | 9.71 | 1,251 | 21.62 | 7.76 | |
| GNNevAggregation function=max, Robustness type=General, Budget=52025.10 | 1,645 | 79.28 | 24.68 | 878 | 12.34 | 4.68 |