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Benchmarks
Backdoor Attack on Mixed-style OOD prompts on LoRA experts (5 seeds)
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100
Attack Success Rate (ASR)
Plain
-4
23
50
77
May 8, 2026
Attack Success Rate (ASR)
Clean Image Cosine Similarity
FID (Clean Images)
LPIPS (Clean Images)
Updated 22d ago
Evaluation Results
Method
Method
Links
Attack Success Rate (ASR)
Clean Image Cosine Similarity
FID (Clean Images)
LPIPS (Clean Images)
Plain
Mode=Plain
2026.05
100
0.1768
379.09
0.711
LwF
Mode=LwF
2026.05
100
0.8823
229.29
0.572
AEWC
Mode=AEWC (ours)
2026.05
100
0.9005
226.46
0.569
RAP
Mode=RAP
2026.05
70
0.9323
214.55
0.545
Fixed-EWC
Mode=Fixed-EWC, Note=B...
2026.05
0
0.973
178.94
0.448
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