Node Classification Robustness Verification on Cornell Delta=10 (Robust instances)
97Solved CountRobLight
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RobLightAggregation=mean, Robustness Setting=general2025.10 | 97 | 0.06 | 0.05 | |
| RobLightAggregation=max, Robustness Setting=general2025.10 | 89 | 1.24 | 0.34 | |
| RobLightAggregation=sum, Robustness Setting=weak2025.10 | 83 | 0.03 | 0.03 | |
| SCIP-MPNNAggregation=sum, Robustness Setting=weak2025.10 | 82 | 18.43 | 4.81 | |
| RobLightAggregation=sum, Robustness Setting=general2025.10 | 69 | 0.01 | 0.01 | |
| GNNevAggregation=sum, Robustness Setting=weak2025.10 | 67 | 11.68 | 5.14 | |
| GNNevAggregation=mean, Robustness Setting=general2025.10 | 67 | 6.29 | 3.69 | |
| GNNevAggregation=sum, Robustness Setting=general2025.10 | 61 | 8.94 | 4.5 | |
| GNNevAggregation=max, Robustness Setting=general2025.10 | 59 | 18.39 | 7.15 |