Evasion Attack Detection on MNIST
95.11Detection AccuracyQUBO-based client selection
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QUBO-based client selectionAttack=ALIE2026.05 | 95.11 | 13.8 | |
| QUBO-based client selectionAttack=Lie2026.05 | 86.67 | 14.2 | |
| Classical MultiKrumAttack=ALIE2026.05 | 81.33 | — | |
| QUBO-based client selectionAttack=Sparse Lie2026.05 | 80.89 | 14.2 | |
| QUBO-based client selectionAttack=Average (5 attacks)2026.05 | 78.76 | 8.8 | |
| Classical MultiKrumAttack=Lie2026.05 | 72.44 | — | |
| QUBO-based client selectionAttack=Sign Flip2026.05 | 71.11 | 11.1 | |
| Classical MultiKrumAttack=Average (5 attacks)2026.05 | 69.95 | — | |
| Classical MultiKrumAttack=Shuffle2026.05 | 69.33 | — | |
| Classical MultiKrumAttack=Sparse Lie2026.05 | 66.67 | — | |
| Classical MultiKrumAttack=Sign Flip2026.05 | 60 | — | |
| QUBO-based client selectionAttack=Shuffle2026.05 | 60 | 9.3 |