Node Classification Robustness Verification on CiteSeer Robust instances Delta=10
2,880Solved CountRobLight
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RobLightAggregation=sum, Robustness Setting=weak2025.10 | 2,880 | 0.36 | 0.11 | |
| SCIP-MPNNAggregation=sum, Robustness Setting=weak2025.10 | 2,778 | 13.81 | 4.12 | |
| GNNevAggregation=sum, Robustness Setting=weak2025.10 | 2,597 | 11.16 | 5.78 | |
| RobLightAggregation=max, Robustness Setting=general2025.10 | 2,436 | 0.49 | 0.18 | |
| RobLightAggregation=mean, Robustness Setting=general2025.10 | 2,421 | 0.3 | 0.11 | |
| RobLightAggregation=sum, Robustness Setting=general2025.10 | 2,394 | 0.38 | 0.1 | |
| GNNevAggregation=sum, Robustness Setting=general2025.10 | 2,214 | 13.68 | 5.71 | |
| GNNevAggregation=mean, Robustness Setting=general2025.10 | 2,082 | 9.4 | 4.89 | |
| GNNevAggregation=max, Robustness Setting=general2025.10 | 1,958 | 20.98 | 8.76 |