Byzantine Client Detection on CIFAR-10 (test)
100Average Detection AccuracyClassical MultiKrum
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Classical MultiKrumAttack=Gaussian Noise, Evaluation Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Scale, Evaluation Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Targeted, Evaluation Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Clustered, Evaluation Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Same Value, Evaluation Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Blatant Lie, Evaluation Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Label Flip, Evaluation Rounds=302026.05 | 100 | 100 | |
| Classical MultiKrumAttack=Stealthy, Evaluation Rounds=302026.05 | 100 | 100 | |
| QUBO-based client selectionAttack=ALIE, Evaluation Rounds=302026.05 | 97.78 | 94.44 | |
| QUBO-based client selectionAttack=Targeted, Evaluation Rounds=302026.05 | 96.44 | 91.11 | |
| QUBO-based client selectionAttack=Stealthy, Evaluation Rounds=302026.05 | 96 | 90 | |
| QUBO-based client selectionAttack=Shuffle, Evaluation Rounds=302026.05 | 90.67 | 76.67 | |
| QUBO-based client selectionAttack=Scale, Evaluation Rounds=302026.05 | 87.11 | 67.78 | |
| QUBO-based client selectionAttack=Same Value, Evaluation Rounds=302026.05 | 86.67 | 66.67 | |
| Classical MultiKrumAttack=Lie, Evaluation Rounds=302026.05 | 76 | 40 | |
| Classical MultiKrumAttack=ALIE, Evaluation Rounds=302026.05 | 75.56 | 38.89 | |
| QUBO-based client selectionAttack=Clustered, Evaluation Rounds=302026.05 | 75.11 | 37.78 | |
| QUBO-based client selectionAttack=Lie, Evaluation Rounds=302026.05 | 73.33 | 33.33 | |
| QUBO-based client selectionAttack=Sparse Lie, Evaluation Rounds=302026.05 | 73.33 | 33.33 | |
| Classical MultiKrumAttack=Sparse Lie, Evaluation Rounds=302026.05 | 72.44 | 31.11 | |
| QUBO-based client selectionAttack=Sign Flip, Evaluation Rounds=302026.05 | 70.67 | 26.67 | |
| Classical MultiKrumAttack=Shuffle, Evaluation Rounds=302026.05 | 70.22 | 25.56 | |
| QUBO-based client selectionAttack=Blatant Lie, Evaluation Rounds=302026.05 | 69.33 | 23.33 | |
| Classical MultiKrumAttack=Sign Flip, Evaluation Rounds=302026.05 | 61.33 | 3.33 | |
| QUBO-based client selectionAttack=Gaussian Noise, Evaluation Rounds=302026.05 | 60 | 0 | |
| QUBO-based client selectionAttack=Label Flip, Evaluation Rounds=302026.05 | 60 | 0 |