SSA-CWA to M-Attack Cross-Attack Detection on NIPS 17
100PrecisionDense
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DenseTransfer Setting=SSA-CWA→M-Attack2026.05 | 100 | 4 | 7.6 | |
| SAEgis (vision-block0)Transfer Setting=SSA-CWA→M-Attack2026.05 | 100 | 91 | 95.2 | |
| SAEgis (Ensemble)Transfer Setting=SSA-CWA→M-Attack2026.05 | 100 | 99 | 99.5 | |
| Dense (Ensemble)Transfer Setting=SSA-CWA→M-Attack2026.05 | 99 | 100 | 99.5 | |
| PIPTransfer Setting=SSA-CWA→M-Attack2026.05 | 97.2 | 71 | 82 | |
| SAEgis (projection-mlp2)Transfer Setting=SSA-CWA→M-Attack2026.05 | 92.1 | 35 | 50.7 |