Node Classification Robustness Verification on Cora Robust instances Delta=10
2,124Solved CountRobLight
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RobLightAggregation=sum, Robustness Setting=weak2025.10 | 2,124 | 1.34 | 0.5 | |
| RobLightAggregation=max, Robustness Setting=general2025.10 | 1,519 | 2.14 | 0.73 | |
| RobLightAggregation=sum, Robustness Setting=general2025.10 | 1,451 | 1.23 | 0.36 | |
| RobLightAggregation=mean, Robustness Setting=general2025.10 | 1,424 | 0.67 | 0.17 | |
| SCIP-MPNNAggregation=sum, Robustness Setting=weak2025.10 | 1,364 | 39.75 | 11.39 | |
| GNNevAggregation=sum, Robustness Setting=weak2025.10 | 1,214 | 16.28 | 6.46 | |
| GNNevAggregation=sum, Robustness Setting=general2025.10 | 964 | 12.22 | 4.27 | |
| GNNevAggregation=max, Robustness Setting=general2025.10 | 876 | 10.77 | 4.49 | |
| GNNevAggregation=mean, Robustness Setting=general2025.10 | 837 | 7.41 | 3.14 |