Medical Imaging Classification on Medical Imaging synthetic (test)
0.149Mean Round Time (s)Standard FL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Standard FLQuantum resistance=✗, Gradient privacy (vs. server)=✗2026.03 | 0.149 | 23 | 15.37 | 4,258 | 0 | |
| FL + ML-KEMQuantum resistance=✓, Gradient privacy (vs. server)=✗2026.03 | 2.376 | 23.5 | 21.14 | 4,298 | 0 | |
| ZKFL-PQQuantum resistance=✓, Gradient privacy (vs. server)=✓2026.03 | 2.912 | 100 | 0.006 | 99 | 100 |