Certified Robustness on Mean Certified Accuracy 108/255
95Wins ASandwich
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Sandwichcompared_against=SLL, n=1212025.12 | 95 | 25 | 1 | 78.93 | 0.0391 | 769 | 0 | 0 | 0 | 0.6839 | |
| LDLT-Rcompared_against=SLL, n=1212025.12 | 83 | 38 | 0 | 68.6 | 0.0187 | 2,059 | 0 | 0.0001 | 0.0005 | 0.3835 | |
| LDLT-Rcompared_against=Orthogonal, n=1212025.12 | 77 | 44 | 0 | 63.64 | 0.0182 | 2,506 | 0.0022 | 0.0044 | 0.02 | 0.2784 | |
| Orthogonalcompared_against=SLL, n=1212025.12 | 65 | 56 | 0 | 53.72 | 0.0038 | 3,069 | 0.11 | 0.11 | 0.87 | 0.146 | |
| LDLT-Rcompared_against=Sandwich, n=1212025.12 | 43 | 78 | 0 | 35.54 | -0.0213 | 2,138 | 0.0001 | 0.0002 | 0.001 | 0.3649 | |
| LDLT-Lcompared_against=Orthogonal, n=1212025.12 | 39 | 82 | 0 | 32.23 | -0.0289 | 1,595 | 0 | 0 | 0 | 0.4926 | |
| LDLT-Lcompared_against=SLL, n=1212025.12 | 37 | 82 | 2 | 31.4 | -0.0231 | 1,675 | 0 | 0 | 0 | 0.4605 | |
| LDLT-Lcompared_against=LDLT-R, n=1212025.12 | 28 | 93 | 0 | 23.14 | -0.0559 | 854 | 0 | 0 | 0 | 0.6669 | |
| LDLT-Lcompared_against=Sandwich, n=1212025.12 | 16 | 104 | 1 | 13.64 | -0.0911 | 469 | 0 | 0 | 0 | 0.7556 | |
| AOLcompared_against=LDLT-L, n=1212025.12 | 15 | 102 | 4 | 14.05 | -0.0795 | 265 | 0 | 0 | 0 | 0.8011 | |
| Orthogonalcompared_against=Sandwich, n=1212025.12 | 15 | 106 | 0 | 12.4 | -0.0411 | 634 | 0 | 0 | 0 | 0.7186 | |
| AOLcompared_against=Orthogonal, n=1212025.12 | 6 | 115 | 0 | 4.96 | -0.1829 | 54 | 0 | 0 | 0 | 0.855 | |
| AOLcompared_against=Sandwich, n=1212025.12 | 5 | 116 | 0 | 4.13 | -0.253 | 63 | 0 | 0 | 0 | 0.8529 | |
| AOLcompared_against=SLL, n=1212025.12 | 4 | 117 | 0 | 3.31 | -0.1616 | 33 | 0 | 0 | 0 | 0.8599 | |
| AOLcompared_against=LDLT-R, n=1212025.12 | 1 | 120 | 0 | 0.83 | -0.2229 | 11 | 0 | 0 | 0 | 0.8651 |