Secure Inference (MiniONN) on MNIST (test)
0.74Offline Running Time (s)Ours
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Oursn (number of parties)=21, t (number of adversaries)=3, k (package size in PSS)=8, Network Environment=LAN2026.01 | 0.74 | 0.34 | 1.08 | |
| Oursn (number of parties)=11, t (number of adversaries)=3, k (package size in PSS)=3, Network Environment=LAN2026.01 | 0.93 | 0.33 | 1.26 | |
| Oursn (number of parties)=21, t (number of adversaries)=7, k (package size in PSS)=4, Network Environment=LAN2026.01 | 1.1 | 0.45 | 1.55 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=3, Network Environment=LAN2026.01 | 1.13 | 0.2 | 1.33 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=3, Network Environment=LAN2026.01 | 1.15 | 0.25 | 1.4 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=3, Network Environment=LAN2026.01 | 1.17 | 0.23 | 1.4 | |
| Oursn (number of parties)=11, t (number of adversaries)=4, k (package size in PSS)=2, Network Environment=LAN2026.01 | 1.27 | 0.47 | 1.74 | |
| Oursn (number of parties)=31, t (number of adversaries)=3, k (package size in PSS)=13, Network Environment=LAN2026.01 | 1.37 | 0.68 | 2.05 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=4, Network Environment=LAN2026.01 | 1.48 | 0.21 | 1.69 | |
| Oursn (number of parties)=31, t (number of adversaries)=12, k (package size in PSS)=4, Network Environment=LAN2026.01 | 1.56 | 0.68 | 2.24 | |
| Liu et al.n (number of parties)=63, t (number of adversaries)=3, Network Environment=LAN2026.01 | 1.77 | 0.86 | 2.63 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=7, Network Environment=LAN2026.01 | 1.93 | 0.28 | 2.21 | |
| Oursn (number of parties)=63, t (number of adversaries)=20, k (package size in PSS)=12, Network Environment=LAN2026.01 | 2.42 | 1.5 | 3.92 | |
| Oursn (number of parties)=63, t (number of adversaries)=3, k (package size in PSS)=29, Network Environment=LAN2026.01 | 2.65 | 1.72 | 4.37 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=12, Network Environment=LAN2026.01 | 3.15 | 0.44 | 3.59 | |
| Liu et al.n (number of parties)=63, t (number of adversaries)=20, Network Environment=LAN2026.01 | 4.68 | 1.16 | 5.84 |