Byzantine Attack Detection on MNIST (100-client, 80 honest, 20 Byzantine, test)
100Clustered Detection RateClassical
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Classicalclients=100, honest_clients=80, byzantine_clients=20, rounds=52026.05 | 100 | 100 | 51 | 30 | 100 | 100 | 80.17 | |
| Cascaded Dual-QUBOclients=100, honest_clients=80, byzantine_clients=20, rounds=52026.05 | 100 | 100 | 50 | 50 | 100 | 100 | 83.33 | |
| MultiSignal ensembleclients=100, honest_clients=80, byzantine_clients=20, rounds=52026.05 | 100 | 100 | 63 | 88 | 100 | 100 | 91.83 | |
| Classical MultiKrumMethod variant=Classical, Total Clients=100, Honest Clients=80, Byzantine Clients=20, Rounds=52026.05 | 100 | 100 | 80.4 | 72 | 100 | 100 | 92.07 | |
| Cascaded Dual-QUBOMethod variant=Cascade, Total Clients=100, Honest Clients=80, Byzantine Clients=20, Rounds=52026.05 | 100 | 100 | 80 | 80 | 100 | 100 | 93.33 | |
| MultiSignal ensembleMethod variant=MultiSignal, Total Clients=100, Honest Clients=80, Byzantine Clients=20, Rounds=52026.05 | 100 | 100 | 85.2 | 95.2 | 100 | 100 | 96.73 |