Robustness verification on Iris
0Vulnerable Samples CountDuality
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DualityPerturbation Budget ε=0.12026.02 | 0 | — | — | — | — | |
| DualityPerturbation Budget ε=0.22026.02 | 0 | — | — | — | — | |
| DualityPerturbation Budget ε=0.32026.02 | 0 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.12026.02 | 0 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.22026.02 | 0 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.32026.02 | 0 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.12026.02 | 0 | 0.645 | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.22026.02 | 0 | 0.414 | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.32026.02 | 0 | 0.473 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.12026.02 | 0 | 1,096 | 192.39 | 252 | 158 | |
| QUBO-GurobiPerturbation Budget ε=0.22026.02 | 0 | 5,000 | 226.69 | 296 | 179 | |
| QUBO-GurobiPerturbation Budget ε=0.32026.02 | 0 | 5,000 | 235.5 | 297 | 204 | |
| QUBO-CIMPerturbation Budget ε=0.12026.02 | 0 | 2.195 | 192.39 | 252 | 158 | |
| QUBO-CIMPerturbation Budget ε=0.22026.02 | 0 | 1.792 | 226.69 | 296 | 179 | |
| QUBO-CIMPerturbation Budget ε=0.32026.02 | 0 | 2.386 | 235.5 | 297 | 204 | |
| MIP-GurobiPerturbation Budget ε=0.42026.02 | 2 | 0.493 | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.42026.02 | 2 | 5,000 | 284.13 | 335 | 237 | |
| QUBO-CIMPerturbation Budget ε=0.42026.02 | 2 | 2.478 | 284.13 | 335 | 237 | |
| DualityPerturbation Budget ε=0.42026.02 | 3 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.42026.02 | 3 | — | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.52026.02 | 10 | 5,000 | 293.93 | 337 | 238 | |
| MIP-GurobiPerturbation Budget ε=0.52026.02 | 11 | 0.575 | — | — | — | |
| QUBO-CIMPerturbation Budget ε=0.52026.02 | 11 | 6.522 | 293.93 | 337 | 238 | |
| DualityPerturbation Budget ε=0.52026.02 | 12 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.52026.02 | 12 | — | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.62026.02 | 19 | 5,000 | 303.62 | 340 | 238 | |
| MIP-GurobiPerturbation Budget ε=0.62026.02 | 21 | 0.728 | — | — | — | |
| QUBO-CIMPerturbation Budget ε=0.62026.02 | 21 | 3.854 | 303.62 | 340 | 238 | |
| DualityPerturbation Budget ε=0.62026.02 | 24 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.62026.02 | 24 | — | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.72026.02 | 36 | 5,000 | 343.77 | 446 | 270 | |
| QUBO-CIMPerturbation Budget ε=0.72026.02 | 40 | 9.556 | 343.77 | 446 | 270 | |
| MIP-GurobiPerturbation Budget ε=0.72026.02 | 41 | 0.809 | — | — | — | |
| DualityPerturbation Budget ε=0.72026.02 | 43 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.72026.02 | 43 | — | — | — | — | |
| QUBO-GurobiPerturbation Budget ε=0.82026.02 | 46 | 5,000 | 372.32 | 453 | 335 | |
| QUBO-GurobiPerturbation Budget ε=0.92026.02 | 50 | 5,000 | 391.64 | 487 | 336 | |
| QUBO-CIMPerturbation Budget ε=0.82026.02 | 50 | 10.39 | 372.32 | 453 | 335 | |
| DualityPerturbation Budget ε=0.82026.02 | 52 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.82026.02 | 52 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.82026.02 | 52 | 0.716 | — | — | — | |
| QUBO-CIMPerturbation Budget ε=0.92026.02 | 57 | 9.747 | 391.64 | 487 | 336 | |
| DualityPerturbation Budget ε=0.92026.02 | 59 | — | — | — | — | |
| MaxSensPerturbation Budget ε=0.92026.02 | 59 | — | — | — | — | |
| MIP-GurobiPerturbation Budget ε=0.92026.02 | 59 | 0.545 | — | — | — | |
| QUBO-CIMPerturbation Budget ε=1.02026.02 | 60 | 10.113 | 402.71 | 492 | 338 | |
| QUBO-GurobiPerturbation Budget ε=1.02026.02 | 61 | 5,000 | 402.71 | 492 | 338 | |
| MIP-GurobiPerturbation Budget ε=1.02026.02 | 66 | 0.652 | — | — | — | |
| DualityPerturbation Budget ε=1.02026.02 | 70 | — | — | — | — | |
| MaxSensPerturbation Budget ε=1.02026.02 | 70 | — | — | — | — |