SSA-CWA to FOA-Attack Cross-Attack Detection on NIPS 17
100PrecisionDense
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DenseTransfer Setting=SSA-CWA→FOA-Attack2026.05 | 100 | 3 | 5.8 | |
| SAEgis (vision-block0)Transfer Setting=SSA-CWA→FOA-Attack2026.05 | 100 | 90 | 94.7 | |
| SAEgis (Ensemble)Transfer Setting=SSA-CWA→FOA-Attack2026.05 | 100 | 98 | 98.9 | |
| Dense (Ensemble)Transfer Setting=SSA-CWA→FOA-Attack2026.05 | 99 | 100 | 99.5 | |
| PIPTransfer Setting=SSA-CWA→FOA-Attack2026.05 | 96.9 | 64 | 77.1 | |
| SAEgis (projection-mlp2)Transfer Setting=SSA-CWA→FOA-Attack2026.05 | 92.5 | 37 | 52.8 |