Evasion Attack Detection on CIFAR-10
97.78Detection AccuracyQUBO-based client selection
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QUBO-based client selectionAttack=ALIE2026.05 | 97.78 | 22.2 | |
| QUBO-based client selectionAttack=Shuffle2026.05 | 90.67 | 20.4 | |
| QUBO-based client selectionAttack=Average (5 attacks)2026.05 | 81.16 | 10 | |
| Classical MultiKrumAttack=Lie2026.05 | 76 | — | |
| Classical MultiKrumAttack=ALIE2026.05 | 75.56 | — | |
| QUBO-based client selectionAttack=Lie2026.05 | 73.33 | 2.7 | |
| QUBO-based client selectionAttack=Sparse Lie2026.05 | 73.33 | 0.9 | |
| Classical MultiKrumAttack=Sparse Lie2026.05 | 72.44 | — | |
| Classical MultiKrumAttack=Average (5 attacks)2026.05 | 71.11 | — | |
| QUBO-based client selectionAttack=Sign Flip2026.05 | 70.67 | 9.3 | |
| Classical MultiKrumAttack=Shuffle2026.05 | 70.22 | — | |
| Classical MultiKrumAttack=Sign Flip2026.05 | 61.33 | — |