Secure Inference (VGG16) on CIFAR-10 (test)
21.33Offline 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 | 21.33 | 9.83 | 31.16 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=3, Network Environment=LAN2026.01 | 23.22 | 6.14 | 29.36 | |
| Oursn (number of parties)=31, t (number of adversaries)=3, k (package size in PSS)=13, Network Environment=LAN2026.01 | 25.83 | 13.63 | 39.46 | |
| Oursn (number of parties)=11, t (number of adversaries)=3, k (package size in PSS)=3, Network Environment=LAN2026.01 | 29.26 | 8.26 | 37.52 | |
| Oursn (number of parties)=21, t (number of adversaries)=7, k (package size in PSS)=4, Network Environment=LAN2026.01 | 35.01 | 13.25 | 48.26 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=3, Network Environment=LAN2026.01 | 38.25 | 7.09 | 45.34 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=7, Network Environment=LAN2026.01 | 38.62 | 8.68 | 47.3 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=3, Network Environment=LAN2026.01 | 39.3 | 5.12 | 44.42 | |
| Oursn (number of parties)=11, t (number of adversaries)=4, k (package size in PSS)=2, Network Environment=LAN2026.01 | 42.37 | 13.06 | 55.43 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=4, Network Environment=LAN2026.01 | 48.96 | 5.83 | 54.79 | |
| Oursn (number of parties)=63, t (number of adversaries)=3, k (package size in PSS)=29, Network Environment=LAN2026.01 | 50.31 | 33.26 | 83.57 | |
| Oursn (number of parties)=31, t (number of adversaries)=12, k (package size in PSS)=4, Network Environment=LAN2026.01 | 51.42 | 21.59 | 73.01 | |
| Oursn (number of parties)=63, t (number of adversaries)=20, k (package size in PSS)=12, Network Environment=LAN2026.01 | 82.09 | 57.29 | 139.38 | |
| PSS-based secure inference protocolNumber of parties (n)=63, Number of adversaries (t)=3, PSS package size (k)=292026.01 | 458.81 | 86.83 | 545.64 | |
| PSS-based secure inference protocolNumber of parties (n)=31, Number of adversaries (t)=3, PSS package size (k)=132026.01 | 505.03 | 151.77 | 656.8 | |
| PSS-based secure inference protocolNumber of parties (n)=63, Number of adversaries (t)=20, PSS package size (k)=122026.01 | 542.71 | 152.61 | 695.32 | |
| PSS-based secure inference protocolNumber of parties (n)=21, Number of adversaries (t)=3, PSS package size (k)=82026.01 | 624.24 | 229.78 | 854.02 | |
| PSS-based secure inference protocolNumber of parties (n)=31, Number of adversaries (t)=12, PSS package size (k)=42026.01 | 936.08 | 391.66 | 1,327.74 | |
| PSS-based secure inference protocolNumber of parties (n)=21, Number of adversaries (t)=7, PSS package size (k)=42026.01 | 938.21 | 399.58 | 1,337.79 | |
| PSS-based secure inference protocolNumber of parties (n)=11, Number of adversaries (t)=3, PSS package size (k)=32026.01 | 1,157.48 | 534.87 | 1,692.35 | |
| PSS-based secure inference protocolNumber of parties (n)=11, Number of adversaries (t)=4, PSS package size (k)=22026.01 | 1,537.66 | 732.92 | 2,270.58 | |
| Liu et al.Number of parties (n)=11, Number of adversaries (t)=42026.01 | 1,866.63 | 1,188.51 | 3,055.14 | |
| Liu et al.Number of parties (n)=11, Number of adversaries (t)=32026.01 | 1,975.53 | 1,113.65 | 3,089.18 | |
| Liu et al.Number of parties (n)=21, Number of adversaries (t)=72026.01 | 1,989.81 | 1,182.1 | 3,171.91 | |
| Liu et al.Number of parties (n)=21, Number of adversaries (t)=32026.01 | 2,167.38 | 1,017.94 | 3,185.32 | |
| Liu et al.Number of parties (n)=31, Number of adversaries (t)=32026.01 | 2,226.84 | 980.78 | 3,207.62 |