Secure Inference (LeNet) on MNIST (test)
1.29Offline Running Time (s)Ours
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Oursn (number of parties)=11, t (number of adversaries)=3, k (package size in PSS)=3, Network Environment=LAN2026.01 | 1.29 | 0.46 | 1.75 | |
| Oursn (number of parties)=21, t (number of adversaries)=3, k (package size in PSS)=8, Network Environment=LAN2026.01 | 1.37 | 0.6 | 1.97 | |
| Oursn (number of parties)=31, t (number of adversaries)=3, k (package size in PSS)=13, Network Environment=LAN2026.01 | 1.59 | 0.79 | 2.35 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=3, Network Environment=LAN2026.01 | 1.69 | 0.29 | 1.98 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=3, Network Environment=LAN2026.01 | 1.7 | 0.28 | 1.98 | |
| Oursn (number of parties)=21, t (number of adversaries)=7, k (package size in PSS)=4, Network Environment=LAN2026.01 | 1.71 | 0.72 | 2.43 | |
| Oursn (number of parties)=11, t (number of adversaries)=4, k (package size in PSS)=2, Network Environment=LAN2026.01 | 1.75 | 0.68 | 2.43 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=3, Network Environment=LAN2026.01 | 1.76 | 0.36 | 2.12 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=4, Network Environment=LAN2026.01 | 2.22 | 0.31 | 2.53 | |
| Oursn (number of parties)=31, t (number of adversaries)=12, k (package size in PSS)=4, Network Environment=LAN2026.01 | 2.34 | 1.24 | 3.58 | |
| Liu et al.n (number of parties)=63, t (number of adversaries)=3, Network Environment=LAN2026.01 | 2.76 | 0.51 | 3.27 | |
| Oursn (number of parties)=63, t (number of adversaries)=20, k (package size in PSS)=12, Network Environment=LAN2026.01 | 2.83 | 1.85 | 4.68 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=7, Network Environment=LAN2026.01 | 2.84 | 0.44 | 3.28 | |
| Oursn (number of parties)=63, t (number of adversaries)=3, k (package size in PSS)=29, Network Environment=LAN2026.01 | 3.06 | 1.93 | 4.99 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=12, Network Environment=LAN2026.01 | 4.79 | 0.64 | 5.43 | |
| Liu et al.n (number of parties)=63, t (number of adversaries)=20, Network Environment=LAN2026.01 | 7.27 | 1.13 | 8.4 | |
| PSS-based secure inference protocolNumber of parties (n)=63, Number of adversaries (t)=3, PSS package size (k)=292026.01 | 28.04 | 5.25 | 33.29 | |
| PSS-based secure inference protocolNumber of parties (n)=63, Number of adversaries (t)=20, PSS package size (k)=122026.01 | 32.27 | 9.05 | 41.32 | |
| PSS-based secure inference protocolNumber of parties (n)=31, Number of adversaries (t)=3, PSS package size (k)=132026.01 | 32.8 | 9.82 | 42.62 | |
| PSS-based secure inference protocolNumber of parties (n)=21, Number of adversaries (t)=3, PSS package size (k)=82026.01 | 39.2 | 14.4 | 53.6 | |
| PSS-based secure inference protocolNumber of parties (n)=31, Number of adversaries (t)=12, PSS package size (k)=42026.01 | 50.39 | 21.08 | 71.47 | |
| PSS-based secure inference protocolNumber of parties (n)=21, Number of adversaries (t)=7, PSS package size (k)=42026.01 | 50.51 | 21.5 | 72.01 | |
| PSS-based secure inference protocolNumber of parties (n)=11, Number of adversaries (t)=3, PSS package size (k)=32026.01 | 63.28 | 29.24 | 92.52 | |
| PSS-based secure inference protocolNumber of parties (n)=11, Number of adversaries (t)=4, PSS package size (k)=22026.01 | 82.1 | 39.14 | 121.24 | |
| Liu et al.Number of parties (n)=11, Number of adversaries (t)=42026.01 | 99.81 | 63.54 | 163.35 | |
| Liu et al.Number of parties (n)=31, Number of adversaries (t)=122026.01 | 103.47 | 66.02 | 169.49 | |
| Liu et al.Number of parties (n)=11, Number of adversaries (t)=32026.01 | 105.63 | 59.53 | 165.16 | |
| Liu et al.Number of parties (n)=21, Number of adversaries (t)=72026.01 | 106.4 | 63.2 | 169.6 | |
| Liu et al.Number of parties (n)=63, Number of adversaries (t)=202026.01 | 110.78 | 63.05 | 173.83 | |
| Liu et al.Number of parties (n)=21, Number of adversaries (t)=32026.01 | 115.89 | 54.42 | 170.31 | |
| Liu et al.Number of parties (n)=31, Number of adversaries (t)=32026.01 | 119.07 | 52.42 | 171.49 | |
| Liu et al.Number of parties (n)=63, Number of adversaries (t)=32026.01 | 122.26 | 50.21 | 172.47 |