Privacy-Preserving Decision Tree Evaluation on General Decision Tree Evaluation Theoretical
1Communication Rounds[22]
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| [22]Leakage=m, d, One Path=no, Off-line=Yes, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=PRF, SKE2024.09 | 1 | — | — | |
| [13]Leakage=n, ń, m, One Path=no, Off-line=Yes, Masked Model=No, Trusted Initializer=Yes, Servers=Two, Techniques=AHE, ASS2024.09 | 1 | — | — | |
| [12]Leakage=m, d, One Path=no, Off-line=Yes, Masked Model=Yes, Trusted Initializer=Yes, Servers=Two, Techniques=ASS2024.09 | 1 | 2 | — | |
| [14]Leakage=m, d, One Path=no, Off-line=Yes, Masked Model=Yes, Trusted Initializer=Yes, Servers=Two, Techniques=KNN2024.09 | 1 | — | — | |
| OnePath (Ours)Leakage=m, d, One Path=yes, Off-line=Yes, Masked Model=Yes, Trusted Initializer=Yes, Servers=Two, Techniques=FE, ASS2024.09 | 1 | — | — | |
| [15]Leakage=n, t, d, One Path=No, Off-line=No, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=SS, OT, GC, COT2024.09 | 2 | — | 2 | |
| [17]Leakage=M, d, One Path=partially support, Off-line=No, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=PRF, AHE2024.09 | 2 | — | — | |
| [16](PRF)Leakage=m, d, One Path=No, Off-line=No, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=SS, OT, PRF2024.09 | 3 | — | — | |
| [16](HE)Leakage=m, d, One Path=No, Off-line=No, Masked Model=Yes, Trusted Initializer=No, Servers=Single, Techniques=SS, OT, AHE2024.09 | 8 | — | — | |
| [21]Leakage=d, One Path=no, Off-line=No, Masked Model=No, Trusted Initializer=Yes, Servers=Single, Techniques=ASS2024.09 | 9 | — | 2 |