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Backdoor attack evaluation on SD-Prompts Syntactic trigger (in-domain)
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99.1
ASR ($ au=0.85$)
Plain
97.436
97.868
98.3
98.732
May 8, 2026
ASR ($ au=0.85$)
Clean Cosine Similarity
MSE
Updated 22d ago
Evaluation Results
Method
Method
Links
ASR ($ au=0.85$)
Clean Cosine Similarity
MSE
Plain
Mode=Plain
2026.05
99.1
82.4
0.002
LwF
Mode=LwF (Prior Art)
2026.05
98.9
82.2
0.002
Fixed-EWC
Mode=Fixed-EWC (Baseline)
2026.05
98.7
81.9
0.002
AEWC
Mode=AEWC (ours)
2026.05
97.5
87.7
0.001
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