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Membership Inference Computation Cost Analysis on RAR-XXL (suspect set of 1,000 images)
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Shadow Model Cost (h)
NU-DUI
-300
1,725
3,750
5,775
Jun 24, 2026
Shadow Model Cost (h)
SD Attack Cost (min)
AE Attack Cost (min)
Target Model Cost (min)
Estimation Cost (s)
Total Computation Cost
Updated 29d ago
Evaluation Results
Method
Method
Links
Shadow Model Cost (h)
SD Attack Cost (min)
AE Attack Cost (min)
Target Model Cost (min)
Estimation Cost (s)
Total Computation Cost
NU-DUI
Number of shadow model...
2026.06
0
16.6
16.6
8.3
1
42.5
DUCI
Number of shadow model...
2026.06
1,500
0
0
16.6
1
1,500.2
DUCI
Number of shadow model...
2026.06
7,500
0
0
49.8
1
7,501
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