Evasion Attack Detection on FashionMNIST
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 | 12 | |
| Classical MultiKrumAttack=ALIE2026.05 | 81.33 | — | |
| QUBO-based client selectionAttack=Sparse Lie2026.05 | 78.22 | 12.4 | |
| QUBO-based client selectionAttack=Average (5 attacks)2026.05 | 77.96 | 7.6 | |
| Classical MultiKrumAttack=Lie2026.05 | 74.67 | — | |
| Classical MultiKrumAttack=Average (5 attacks)2026.05 | 70.4 | — | |
| Classical MultiKrumAttack=Shuffle2026.05 | 70.22 | — | |
| QUBO-based client selectionAttack=Sign Flip2026.05 | 69.78 | 9.8 | |
| Classical MultiKrumAttack=Sparse Lie2026.05 | 65.78 | — | |
| Classical MultiKrumAttack=Sign Flip2026.05 | 60 | — | |
| QUBO-based client selectionAttack=Shuffle2026.05 | 60 | 10.2 |