Black-box Adversarial Attack on CIFAR-10 (test)
100Success RateCAC
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CACTarget Model=ViT-B, Attack Setting=soft-label2026.03 | 100 | — | 15.745 | — | 489.5 | 9.85 | 0.05 | 0.037 | |
| CACLabel setting=soft-label, Target model=ResNet-502026.03 | 100 | — | 2.468 | — | 291 | 1.075 | 0.056 | 0.025 | |
| SPARSERSTarget Model=ViT-B, Attack Setting=soft-label2026.03 | 98 | — | 43.198 | — | 500 | 1.86 | 0.974 | 0.032 | |
| SPARSERSLabel setting=soft-label, Target model=ResNet-502026.03 | 96 | — | 4.371 | — | 300 | 0.348 | 0.92 | 0.065 | |
| ZOSLGH_rAlgorithm category=GH algo., gamma=0.9992022.03 | 93 | 4,979,756 | — | — | — | — | — | — | |
| ZOSLGH_aAlgorithm category=GH algo., gamma=0.9992022.03 | 92 | 4,436,805 | — | — | — | — | — | — | |
| ZOSGDAlgorithm category=SGD algo.2022.03 | 88 | 8,351,238 | — | — | — | — | — | — | |
| ZOAdaMMAlgorithm category=SGD algo.2022.03 | 85 | 33,352,634 | — | — | — | — | — | — | |
| SQUAREATTACK l∞Target Model=ViT-B, Attack Setting=soft-label2026.03 | 85 | — | 92.182 | — | 500 | 3.57 | 0.25 | 0 | |
| SQUAREATTACKLabel setting=soft-label, Target model=ResNet-50, Norm=l∞2026.03 | 82 | — | 13.028 | — | 300 | 0.637 | 0.25 | 0 | |
| ZOGradOptAlgorithm category=GH algo.2022.03 | 65 | 67,891,901 | — | — | — | — | — | — |