Robustness Verification on Iris Sigmoid Network
0Vulnerable SamplesDuality
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DualityPerturbation Budget ε=0.12026.02 | 0 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.12026.02 | 0 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.12026.02 | 0 | 0.983 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.12026.02 | 0 | 3,367 | 64.37 | 69 | 60 | |
| QUBO-CIMPerturbation Budget ε=0.12026.02 | 0 | 2.24 | 64.37 | 69 | 60 | |
| DualityPerturbation Budget ε=0.22026.02 | 0 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.22026.02 | 0 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.22026.02 | 0 | 0.885 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.22026.02 | 0 | 5,000 | 74.55 | 79 | 71 | |
| QUBO-CIMPerturbation Budget ε=0.22026.02 | 0 | 2.584 | 74.55 | 79 | 71 | |
| DualityPerturbation Budget ε=0.32026.02 | 0 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.32026.02 | 0 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.32026.02 | 0 | 1 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.32026.02 | 0 | 5,000 | 79.92 | 84 | 78 | |
| QUBO-CIMPerturbation Budget ε=0.32026.02 | 0 | 2.535 | 79.92 | 84 | 78 | |
| DualityPerturbation Budget ε=0.42026.02 | 2 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.42026.02 | 2 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.42026.02 | 2 | 0.927 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.42026.02 | 2 | 5,000 | 85.38 | 88 | 83 | |
| QUBO-CIMPerturbation Budget ε=0.42026.02 | 2 | 2.545 | 85.38 | 88 | 83 | |
| DualityPerturbation Budget ε=0.52026.02 | 5 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.52026.02 | 5 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.52026.02 | 5 | 1.179 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.52026.02 | 5 | 5,000 | 90.67 | 94 | 89 | |
| QUBO-CIMPerturbation Budget ε=0.52026.02 | 5 | 4.573 | 90.67 | 94 | 89 | |
| DualityPerturbation Budget ε=0.62026.02 | 10 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.62026.02 | 10 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.62026.02 | 10 | 1.034 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.62026.02 | 10 | 5,000 | 91.88 | 94 | 89 | |
| QUBO-CIMPerturbation Budget ε=0.62026.02 | 10 | 3.295 | 91.88 | 94 | 89 | |
| DualityPerturbation Budget ε=0.72026.02 | 26 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.72026.02 | 26 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.72026.02 | 26 | 1.104 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.72026.02 | 26 | 5,000 | 96.88 | 99 | 95 | |
| QUBO-CIMPerturbation Budget ε=0.72026.02 | 26 | 4.379 | 96.88 | 99 | 95 | |
| QUBO-CIMPerturbation Budget ε=0.82026.02 | 52 | 3.683 | 97.64 | 100 | 95 | |
| DualityPerturbation Budget ε=0.82026.02 | 53 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.82026.02 | 53 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.82026.02 | 53 | 1.169 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.82026.02 | 53 | 5,000 | 97.64 | 100 | 95 | |
| DualityPerturbation Budget ε=0.92026.02 | 67 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.92026.02 | 67 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.92026.02 | 67 | 1.066 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.92026.02 | 67 | 5,000 | 100.49 | 104 | 99 | |
| QUBO-CIMPerturbation Budget ε=0.92026.02 | 67 | 4.37 | 100.49 | 104 | 99 | |
| DualityPerturbation Budget ε=1.02026.02 | 79 | — | — | — | — | |
| MaxSensPerturbation Budget ε=1.02026.02 | 79 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=1.02026.02 | 79 | 1.227 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=1.02026.02 | 79 | 5,000 | 103.49 | 107 | 101 | |
| QUBO-CIMPerturbation Budget ε=1.02026.02 | 79 | 3.078 | 103.49 | 107 | 101 |