Secure Inference on MNIST (test)
16.82Offline Time (s)Liu et al.
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Liu et al.n (number of parties)=11, t (number of adversaries)=4, k (size of package)=N/A, Network environment=WAN2026.01 | 16.82 | 9.93 | 26.75 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=3, k (size of package)=N/A, Network environment=WAN2026.01 | 17.3 | 9.64 | 26.94 | |
| Ours (PSS-based protocol)n (number of parties)=11, t (number of adversaries)=3, k (size of package)=3, Network environment=WAN2026.01 | 18.63 | 13.52 | 32.15 | |
| Ours (PSS-based protocol)n (number of parties)=11, t (number of adversaries)=4, k (size of package)=2, Network environment=WAN2026.01 | 19.11 | 15.21 | 34.32 | |
| Ours (PSS-based protocol)n (number of parties)=21, t (number of adversaries)=3, k (size of package)=8, Network environment=WAN2026.01 | 23.08 | 11.84 | 34.92 | |
| Liu et al.n (number of parties)=11, t (number of adversaries)=3, Network environment=WAN2026.01 | 23.8 | 13.92 | 37.72 | |
| Ours (PSS-based protocol)n (number of parties)=11, t (number of adversaries)=3, k (size of package)=3, Network environment=WAN2026.01 | 24.04 | 17.06 | 41.1 | |
| Ours (PSS-based protocol)n (number of parties)=21, t (number of adversaries)=7, k (size of package)=4, Network environment=WAN2026.01 | 27.76 | 16.93 | 44.69 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=7, k (size of package)=N/A, Network environment=WAN2026.01 | 30.16 | 15.72 | 45.88 | |
| Liu et al.n (number of parties)=21, t (number of adversaries)=3, k (size of package)=N/A, Network environment=WAN2026.01 | 32.82 | 15.68 | 48.5 | |
| Ours (PSS-based protocol)n (number of parties)=31, t (number of adversaries)=12, k (size of package)=4, Network environment=WAN2026.01 | 39.76 | 22.66 | 62.42 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=12, k (size of package)=N/A, Network environment=WAN2026.01 | 44.12 | 22.01 | 66.13 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=3, k (size of package)=N/A, Network environment=WAN2026.01 | 48.14 | 20.09 | 68.23 | |
| Ours (PSS-based protocol)n (number of parties)=31, t (number of adversaries)=3, k (size of package)=13, Network environment=WAN2026.01 | 49.91 | 17.84 | 67.75 | |
| Ours (PSS-based protocol)n (number of parties)=31, t (number of adversaries)=3, k (size of package)=13, Network environment=WAN2026.01 | 55.79 | 19.59 | 75.38 | |
| Liu et al.n (number of parties)=31, t (number of adversaries)=3, Network environment=WAN2026.01 | 67.59 | 28.47 | 96.06 | |
| Liu et al.n (number of parties)=63, t (number of adversaries)=20, k (size of package)=N/A, Network environment=WAN2026.01 | 87.73 | 45.19 | 132.92 | |
| Ours (PSS-based protocol)n (number of parties)=63, t (number of adversaries)=20, k (size of package)=12, Network environment=WAN2026.01 | 89.4 | 26.46 | 115.86 | |
| Liu et al.n (number of parties)=63, t (number of adversaries)=3, k (size of package)=N/A, Network environment=WAN2026.01 | 89.99 | 36.69 | 126.68 | |
| Ours (PSS-based protocol)n (number of parties)=63, t (number of adversaries)=3, k (size of package)=29, Network environment=WAN2026.01 | 102.48 | 20.09 | 122.57 |