Certified Robustness on Mean Certified Accuracy 36/255
97Wins ASandwich
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SandwichComparison Baseline=SLL, n=1212025.12 | 97 | 24 | 0 | 80.17 | 0.0199 | 1,005 | 0 | 0 | 0 | 0.6314 | |
| LDLT-RComparison Baseline=SLL, n=1212025.12 | 81 | 39 | 1 | 67.36 | 0.0118 | 2,104 | 0.0001 | 0.0003 | 0.001 | 0.3647 | |
| LDLT-RComparison Baseline=Orthogonal, n=1212025.12 | 78 | 43 | 0 | 64.46 | 0.0126 | 2,429 | 0.0011 | 0.0022 | 0.011 | 0.2965 | |
| OrthogonalComparison Baseline=SLL, n=1212025.12 | 60 | 61 | 0 | 49.59 | -0.0004 | 3,076 | 0.11 | 0.11 | 0.87 | 0.1444 | |
| LDLT-LComparison Baseline=SLL, n=1212025.12 | 49 | 72 | 0 | 40.5 | -0.0075 | 2,119 | 0 | 0.0002 | 0.0009 | 0.3694 | |
| LDLT-LComparison Baseline=Orthogonal, n=1212025.12 | 47 | 74 | 0 | 38.84 | -0.019 | 1,855 | 0 | 0 | 0 | 0.4315 | |
| LDLT-RComparison Baseline=Sandwich, n=1212025.12 | 41 | 80 | 0 | 33.88 | -0.0168 | 2,142 | 0.0001 | 0.0003 | 0.001 | 0.364 | |
| LDLT-LComparison Baseline=LDLT-R, n=1212025.12 | 39 | 82 | 0 | 32.23 | -0.0372 | 1,356 | 0 | 0 | 0 | 0.5488 | |
| LDLT-LComparison Baseline=Sandwich, n=1212025.12 | 28 | 93 | 0 | 23.14 | -0.0511 | 884 | 0 | 0 | 0 | 0.6598 | |
| OrthogonalComparison Baseline=Sandwich, n=1212025.12 | 24 | 96 | 1 | 20.25 | -0.0275 | 1,002 | 0 | 0 | 0 | 0.6282 | |
| AOLComparison Baseline=LDLT-L, n=1212025.12 | 16 | 105 | 0 | 13.22 | -0.1218 | 579 | 0 | 0 | 0 | 0.7315 | |
| AOLComparison Baseline=Orthogonal, n=1212025.12 | 10 | 111 | 0 | 8.26 | -0.2187 | 196 | 0 | 0 | 0 | 0.8216 | |
| AOLComparison Baseline=LDLT-R, n=1212025.12 | 6 | 115 | 0 | 4.96 | -0.2319 | 84 | 0 | 0 | 0 | 0.8479 | |
| AOLComparison Baseline=Sandwich, n=1212025.12 | 6 | 115 | 0 | 4.96 | -0.2436 | 88 | 0 | 0 | 0 | 0.847 | |
| AOLComparison Baseline=SLL, n=1212025.12 | 6 | 115 | 0 | 4.96 | -0.1912 | 145 | 0 | 0 | 0 | 0.8336 |