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Adversarial Robustness on CIFAR-10
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9.76
Attack Success Rate
PARDEF
6.3104
29.5952
52.88
76.1648
Dec 9, 2021
Sep 7, 2022
Jun 7, 2023
Mar 6, 2024
Dec 4, 2024
Sep 3, 2025
Jun 3, 2026
Attack Success Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Attack Success Rate
PARDEF
Model=ResNet32, Joint...
2026.06
9.76
PARDEF
Model=VGG16, Joint Att...
2026.06
15.08
PARDEF
Model=VGG16, Joint Att...
2026.06
41.92
PARDEF
Model=ResNet32, Joint...
2026.06
48.13
PARDEF
Model=VGG16, Joint Att...
2026.06
49.31
PARDEF
Model=ResNet32, Joint...
2026.06
60.47
PIXMIX
2021.12
82.1
AugMix
2021.12
86.8
Baseline
2021.12
91.3
CutMix
2021.12
92.1
Outlier Exposure
2021.12
92.9
Mixup
2021.12
93.3
Auto Augment
2021.12
95.1
Cutout
2021.12
96
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