Node Classification Robustness Verification on Cora Delta=10 (All instances)
2,708Solved CountRobLight
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RobLightAggregation=mean, Robustness Setting=general2025.10 | 2,708 | 0.45 | 0.12 | |
| RobLightAggregation=sum, Robustness Setting=general2025.10 | 2,702 | 0.85 | 0.25 | |
| RobLightAggregation=max, Robustness Setting=general2025.10 | 2,689 | 1.33 | 0.47 | |
| RobLightAggregation=sum, Robustness Setting=weak2025.10 | 2,688 | 1.39 | 0.46 | |
| GNNevAggregation=sum, Robustness Setting=general2025.10 | 2,000 | 21.72 | 10.27 | |
| GNNevAggregation=mean, Robustness Setting=general2025.10 | 1,848 | 22.83 | 11.48 | |
| SCIP-MPNNAggregation=sum, Robustness Setting=weak2025.10 | 1,716 | 49.69 | 15.6 | |
| GNNevAggregation=max, Robustness Setting=general2025.10 | 1,706 | 85.07 | 26.61 | |
| GNNevAggregation=sum, Robustness Setting=weak2025.10 | 1,679 | 19.21 | 8.85 |