Byzantine Attack Detection on FashionMNIST (test)
100Detection AccuracyClassical MultiKrum
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Classical MultiKrumAttack=Gaussian Noise, Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Scale, Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Targeted, Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Clustered, Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Same Value, Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Blatant Lie, Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Label Flip, Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Stealthy, Rounds=302026.05 | 100 | 100 | |
| QUBO-based client selectionAttack=ALIE, Rounds=302026.05 | 95.11 | 87.78 | |
| QUBO-based client selectionAttack=Blatant Lie, Rounds=302026.05 | 88 | 70 | |
| QUBO-based client selectionAttack=Lie, Rounds=302026.05 | 86.67 | 66.67 | |
| QUBO-based client selectionAttack=Stealthy, Rounds=302026.05 | 86.22 | 65.56 | |
| Classical MultiKrumAttack=ALIE, Rounds=302026.05 | 81.33 | 53.33 | |
| QUBO-based client selectionAttack=Sparse Lie, Rounds=302026.05 | 78.22 | 45.56 | |
| Classical MultiKrumAttack=Lie, Rounds=302026.05 | 74.67 | 36.67 | |
| QUBO-based client selectionAttack=Targeted, Rounds=302026.05 | 74.22 | 35.56 | |
| QUBO-based client selectionAttack=Clustered, Rounds=302026.05 | 73.33 | 33.33 | |
| QUBO-based client selectionAttack=Same Value, Rounds=302026.05 | 73.33 | 33.33 | |
| Classical MultiKrumAttack=Shuffle, Rounds=302026.05 | 70.22 | 25.56 | |
| QUBO-based client selectionAttack=Sign Flip, Rounds=302026.05 | 69.78 | 24.44 | |
| Classical MultiKrumAttack=Sparse Lie, Rounds=302026.05 | 65.78 | 14.44 | |
| QUBO-based client selectionAttack=Gaussian Noise, Rounds=302026.05 | 60 | 0 | |
| Classical MultiKrumAttack=Sign Flip, Rounds=302026.05 | 60 | 0 | |
| QUBO-based client selectionAttack=Scale, Rounds=302026.05 | 60 | 0 | |
| QUBO-based client selectionAttack=Label Flip, Rounds=302026.05 | 60 | 0 | |
| QUBO-based client selectionAttack=Shuffle, Rounds=302026.05 | 60 | 0 |