Secure Inference on MNIST MiniONN
22.63Offline TimePSS-based secure inference protocol
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PSS-based secure inference protocolNumber of parties (n)=21, Number of adversaries (t)=3, PSS package size (k)=82026.01 | 22.63 | 8.32 | 30.95 | |
| PSS-based secure inference protocolNumber of parties (n)=63, Number of adversaries (t)=3, PSS package size (k)=292026.01 | 24.86 | 4.68 | 29.54 | |
| PSS-based secure inference protocolNumber of parties (n)=63, Number of adversaries (t)=20, PSS package size (k)=122026.01 | 27.44 | 7.7 | 35.14 | |
| PSS-based secure inference protocolNumber of parties (n)=31, Number of adversaries (t)=3, PSS package size (k)=132026.01 | 29.13 | 8.74 | 37.87 | |
| PSS-based secure inference protocolNumber of parties (n)=31, Number of adversaries (t)=12, PSS package size (k)=42026.01 | 33.95 | 14.2 | 48.15 | |
| PSS-based secure inference protocolNumber of parties (n)=21, Number of adversaries (t)=7, PSS package size (k)=42026.01 | 34.02 | 14.49 | 48.51 | |
| PSS-based secure inference protocolNumber of parties (n)=11, Number of adversaries (t)=3, PSS package size (k)=32026.01 | 46.36 | 21.42 | 67.78 | |
| PSS-based secure inference protocolNumber of parties (n)=11, Number of adversaries (t)=4, PSS package size (k)=22026.01 | 55.78 | 26.59 | 82.37 | |
| Liu et al.Number of parties (n)=11, Number of adversaries (t)=42026.01 | 67.81 | 43.17 | 110.98 | |
| Liu et al.Number of parties (n)=31, Number of adversaries (t)=122026.01 | 70.3 | 44.85 | 115.15 | |
| Liu et al.Number of parties (n)=11, Number of adversaries (t)=32026.01 | 71.77 | 40.45 | 112.22 | |
| Liu et al.Number of parties (n)=21, Number of adversaries (t)=72026.01 | 72.29 | 42.93 | 115.22 | |
| Liu et al.Number of parties (n)=63, Number of adversaries (t)=202026.01 | 75.26 | 42.84 | 118.1 | |
| Liu et al.Number of parties (n)=21, Number of adversaries (t)=32026.01 | 78.73 | 36.97 | 115.7 | |
| Liu et al.Number of parties (n)=31, Number of adversaries (t)=32026.01 | 80.89 | 35.62 | 116.51 | |
| Liu et al.Number of parties (n)=63, Number of adversaries (t)=32026.01 | 83.06 | 34.11 | 117.17 |