Secure Inference (AlexNet) on CIFAR-10 (test)
1.54Offline 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 | 1.54 | 0.85 | 2.39 | |
| Oursn (number of parties)=11, t (number of adversaries)=3, k (package size in PSS)=3, Network Environment=LAN2026.01 | 1.77 | 0.74 | 2.51 | |
| Oursn (number of parties)=31, t (number of adversaries)=3, k (package size in PSS)=13, Network Environment=LAN2026.01 | 1.87 | 1.15 | 3.02 | |
| Oursn (number of parties)=21, t (number of adversaries)=7, k (package size in PSS)=4, Network Environment=LAN2026.01 | 2.21 | 1.19 | 3.4 | |
| Oursn (number of parties)=11, t (number of adversaries)=4, k (package size in PSS)=2, Network Environment=LAN2026.01 | 2.66 | 1.17 | 3.83 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=3, Network Environment=LAN2026.01 | 2.68 | 0.89 | 3.57 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=3, Network Environment=LAN2026.01 | 2.74 | 0.46 | 3.2 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=3, Network Environment=LAN2026.01 | 2.79 | 0.57 | 3.36 | |
| Oursn (number of parties)=31, t (number of adversaries)=12, k (package size in PSS)=4, Network Environment=LAN2026.01 | 3.28 | 1.62 | 4.9 | |
| Oursn (number of parties)=63, t (number of adversaries)=20, k (package size in PSS)=12, Network Environment=LAN2026.01 | 3.35 | 2.48 | 5.83 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=4, Network Environment=LAN2026.01 | 3.48 | 0.51 | 3.99 | |
| Oursn (number of parties)=63, t (number of adversaries)=3, k (package size in PSS)=29, Network Environment=LAN2026.01 | 3.52 | 2.78 | 6.3 | |
| Liu et al.n (number of parties)=63, t (number of adversaries)=3, Network Environment=LAN2026.01 | 3.91 | 1.97 | 5.88 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=7, Network Environment=LAN2026.01 | 4.78 | 0.69 | 5.47 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=12, Network Environment=LAN2026.01 | 7.54 | 1.35 | 8.89 | |
| Liu et al.n (number of parties)=63, t (number of adversaries)=20, Network Environment=LAN2026.01 | 12.59 | 2.61 | 15.2 | |
| PSS-based secure inference protocolNumber of parties (n)=63, Number of adversaries (t)=3, PSS package size (k)=292026.01 | 33.23 | 7.51 | 40.74 | |
| PSS-based secure inference protocolNumber of parties (n)=63, Number of adversaries (t)=20, PSS package size (k)=122026.01 | 38.49 | 12.71 | 51.2 | |
| PSS-based secure inference protocolNumber of parties (n)=31, Number of adversaries (t)=3, PSS package size (k)=132026.01 | 40.32 | 14.23 | 54.55 | |
| PSS-based secure inference protocolNumber of parties (n)=21, Number of adversaries (t)=3, PSS package size (k)=82026.01 | 47.93 | 20.44 | 68.37 | |
| PSS-based secure inference protocolNumber of parties (n)=31, Number of adversaries (t)=12, PSS package size (k)=42026.01 | 72.84 | 34.92 | 107.76 | |
| PSS-based secure inference protocolNumber of parties (n)=21, Number of adversaries (t)=7, PSS package size (k)=42026.01 | 73.15 | 35.63 | 108.78 | |
| PSS-based secure inference protocolNumber of parties (n)=11, Number of adversaries (t)=3, PSS package size (k)=32026.01 | 89.54 | 46.92 | 136.46 | |
| PSS-based secure inference protocolNumber of parties (n)=11, Number of adversaries (t)=4, PSS package size (k)=22026.01 | 121.6 | 65.41 | 187.01 | |
| Liu et al.Number of parties (n)=11, Number of adversaries (t)=42026.01 | 154.42 | 106.07 | 260.49 | |
| Liu et al.Number of parties (n)=31, Number of adversaries (t)=122026.01 | 159.74 | 110.21 | 269.95 | |
| Liu et al.Number of parties (n)=11, Number of adversaries (t)=32026.01 | 165.04 | 99.4 | 264.44 | |
| Liu et al.Number of parties (n)=21, Number of adversaries (t)=72026.01 | 169.3 | 105.5 | 270.8 | |
| Liu et al.Number of parties (n)=63, Number of adversaries (t)=202026.01 | 172.48 | 105.27 | 277.75 | |
| Liu et al.Number of parties (n)=21, Number of adversaries (t)=32026.01 | 183.03 | 90.86 | 273.89 | |
| Liu et al.Number of parties (n)=31, Number of adversaries (t)=32026.01 | 188.64 | 87.54 | 276.18 | |
| Liu et al.Number of parties (n)=63, Number of adversaries (t)=32026.01 | 194.29 | 83.85 | 278.14 |