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Benchmarks
Cross-Attack Detection (SSA-CWA vs M-Attack) on LLaVA
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99
Precision
Dense (Ensemble)
89.328
91.839
94.35
96.861
May 8, 2026
Precision
Recall
F1 Score
Updated 23d ago
Evaluation Results
Method
Method
Links
Precision
Recall
F1 Score
Dense (Ensemble)
Transfer Setting=SSA-C...
2026.05
99
100
99.5
SAEgis (vision-block0)
Transfer Setting=SSA-C...
2026.05
98
98
98
SAEgis (Ensemble)
Transfer Setting=SSA-C...
2026.05
98
99
98.5
PIP
Transfer Setting=SSA-C...
2026.05
97.8
93
95.3
SAEgis (projection-mlp2)
Transfer Setting=SSA-C...
2026.05
96.6
58
72.5
Dense
Transfer Setting=SSA-C...
2026.05
89.7
35
50.3
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