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ResearchFormerly WizWand

Privacy-Preserving Decision Tree Evaluation on General Decision Tree Evaluation Theoretical

1Communication Rounds[22]
0.682.8457.16Sep 28, 2024
Updated 4mo ago

Evaluation results

MethodLinks
[22]Leakage=m, d, One Path=no, Off-line=Yes, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=PRF, SKE2024.091——
[13]Leakage=n, ń, m, One Path=no, Off-line=Yes, Masked Model=No, Trusted Initializer=Yes, Servers=Two, Techniques=AHE, ASS2024.091——
[12]Leakage=m, d, One Path=no, Off-line=Yes, Masked Model=Yes, Trusted Initializer=Yes, Servers=Two, Techniques=ASS2024.0912—
[14]Leakage=m, d, One Path=no, Off-line=Yes, Masked Model=Yes, Trusted Initializer=Yes, Servers=Two, Techniques=KNN2024.091——
OnePath (Ours)Leakage=m, d, One Path=yes, Off-line=Yes, Masked Model=Yes, Trusted Initializer=Yes, Servers=Two, Techniques=FE, ASS2024.091——
[15]Leakage=n, t, d, One Path=No, Off-line=No, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=SS, OT, GC, COT2024.092—2
[17]Leakage=M, d, One Path=partially support, Off-line=No, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=PRF, AHE2024.092——
[16](PRF)Leakage=m, d, One Path=No, Off-line=No, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=SS, OT, PRF2024.093——
[16](HE)Leakage=m, d, One Path=No, Off-line=No, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=SS, OT, AHE2024.098——
[21]Leakage=d, One Path=no, Off-line=No, Masked Model=No, Trusted Initializer=Yes, Servers=Single, Techniques=ASS2024.099—2