Node Classification Robustness Verification on Cornell Delta=10 (All instances)
183Solved InstancesRobLight
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RobLightAggregation=sum, Robustness Setting=weak2025.10 | 183 | 0.01 | 0.01 | |
| RobLightAggregation=sum, Robustness Setting=general2025.10 | 183 | 0.01 | 0.01 | |
| RobLightAggregation=max, Robustness Setting=general2025.10 | 183 | 0.61 | 0.16 | |
| RobLightAggregation=mean, Robustness Setting=general2025.10 | 183 | 0.04 | 0.03 | |
| GNNevAggregation=sum, Robustness Setting=general2025.10 | 171 | 11.29 | 7.74 | |
| SCIP-MPNNAggregation=sum, Robustness Setting=weak2025.10 | 165 | 24.28 | 6.51 | |
| GNNevAggregation=sum, Robustness Setting=weak2025.10 | 158 | 12.34 | 7.39 | |
| GNNevAggregation=mean, Robustness Setting=general2025.10 | 146 | 12.78 | 7.48 | |
| GNNevAggregation=max, Robustness Setting=general2025.10 | 140 | 39.9 | 18.13 |