Byzantine Attack Detection on MNIST
100Detection AccuracyClassical MultiKrum
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Classical MultiKrumAttack=Gaussian Noise, Number of FL Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Scale, Number of FL Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Targeted, Number of FL Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Clustered, Number of FL Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Same Value, Number of FL Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Blatant Lie, Number of FL Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Label Flip, Number of FL Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Stealthy, Number of FL Rounds=302026.05 | 100 | 100 | |
| QUBO formulationAttack=ALIE, Number of FL Rounds=302026.05 | 95.11 | 87.78 | |
| QUBO formulationAttack=Targeted, Number of FL Rounds=302026.05 | 86.67 | 66.67 | |
| QUBO formulationAttack=Lie, Number of FL Rounds=302026.05 | 86.67 | 66.67 | |
| QUBO formulationAttack=Clustered, Number of FL Rounds=302026.05 | 85.78 | 64.44 | |
| QUBO formulationAttack=Same Value, Number of FL Rounds=302026.05 | 85.78 | 64.44 | |
| QUBO formulationAttack=Blatant Lie, Number of FL Rounds=302026.05 | 83.11 | 57.78 | |
| QUBO formulationAttack=Stealthy, Number of FL Rounds=302026.05 | 82.67 | 56.67 | |
| Classical MultiKrumAttack=ALIE, Number of FL Rounds=302026.05 | 81.33 | 53.33 | |
| QUBO formulationAttack=Sparse Lie, Number of FL Rounds=302026.05 | 80.89 | 52.22 | |
| QUBO formulationAttack=Scale, Number of FL Rounds=302026.05 | 74.67 | 36.67 | |
| Classical MultiKrumAttack=Lie, Number of FL Rounds=302026.05 | 72.44 | 31.11 | |
| QUBO formulationAttack=Sign Flip, Number of FL Rounds=302026.05 | 71.11 | 27.78 | |
| Classical MultiKrumAttack=Shuffle, Number of FL Rounds=302026.05 | 69.33 | 23.33 | |
| Classical MultiKrumAttack=Sparse Lie, Number of FL Rounds=302026.05 | 66.67 | 16.67 | |
| QUBO formulationAttack=Gaussian Noise, Number of FL Rounds=302026.05 | 60 | 0 | |
| Classical MultiKrumAttack=Sign Flip, Number of FL Rounds=302026.05 | 60 | 0 | |
| QUBO formulationAttack=Label Flip, Number of FL Rounds=302026.05 | 60 | 0 | |
| QUBO formulationAttack=Shuffle, Number of FL Rounds=302026.05 | 60 | 0 |