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ResearchFormerly WizWand

Gradient Inversion Attack on MNIST

0.018MSENo Defense
-1.091286.3963613.88421.37164Dec 14, 2025
Updated 8mo ago

Evaluation results

MethodLinks
No DefenseAttack Strength=25%2025.120.018
No DefenseAttack Strength=50%2025.120.034
R(2)Attack Strength=25%2025.120.065
R(1)Attack Strength=25%2025.120.068
R(2)Attack Strength=50%2025.120.113
R(1)Attack Strength=50%2025.120.116
No DefenseAttack Strength=75%2025.120.144
R(1)Attack Strength=75%2025.120.144
R(2)Attack Strength=75%2025.120.144
OPEAttack Strength=25%2025.120.299
OPEAttack Strength=50%2025.120.334
OPEAttack Strength=75%2025.120.341
DPepsilon=0.7, Attack Strength=25%2025.120.453
Differential Privacy (DP2)Attack Strength=50%, Privacy Budget (epsilon)=0.72025.120.481
DPepsilon=0.5, Attack Strength=25%2025.120.589
DPAttack Strength=75%, epsilon=0.72025.120.598
Differential Privacy (DP1)Attack Strength=50%, Privacy Budget (epsilon)=0.52025.120.637
DPAttack Strength=75%, epsilon=0.52025.120.945
PRIVEE-DP++Attack Strength=75%2025.122.635
PRIVEE-DPAttack Strength=75%, epsilon=0.12025.1217.505
PRIVEE-DPepsilon=0.1, Attack Strength=25%2025.1220.596
PRIVEE-DPAttack Strength=50%, Privacy Budget (epsilon)=0.12025.1222.109
PRIVEE-DP++Attack Strength=25%2025.1226.025
PRIVEE-DP++Attack Strength=50%2025.1227.75