Node Classification Robustness Verification on CiteSeer Delta=10
3,298Solved CountRobLight
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RobLightAggregation=mean, Robustness Setting=general2025.10 | 3,298 | 0.24 | 0.09 | |
| RobLightAggregation=sum, Robustness Setting=general2025.10 | 3,292 | 0.28 | 0.08 | |
| RobLightAggregation=sum, Robustness Setting=weak2025.10 | 3,286 | 0.32 | 0.1 | |
| RobLightAggregation=max, Robustness Setting=general2025.10 | 3,279 | 0.39 | 0.14 | |
| SCIP-MPNNAggregation=sum, Robustness Setting=weak2025.10 | 3,149 | 16.99 | 5.25 | |
| GNNevAggregation=sum, Robustness Setting=general2025.10 | 3,063 | 17.11 | 8.25 | |
| GNNevAggregation=sum, Robustness Setting=weak2025.10 | 2,982 | 13.18 | 7.08 | |
| GNNevAggregation=mean, Robustness Setting=general2025.10 | 2,880 | 13.14 | 7.4 | |
| GNNevAggregation=max, Robustness Setting=general2025.10 | 2,652 | 64.49 | 17.35 |