Universal Adversarial Attack
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
45.58FR (AlexNet)
15
Feb 26, 2026
46.01FR (AlexNet)
15
Feb 26, 2026
195.4Mean L2 Distortion
12
Feb 26, 2026
8.1Mean L2 Distortion
12
Feb 26, 2026
7.57Mean L2 Distortion
12
Feb 26, 2026
44.55Mean L2 Distortion
12
Feb 26, 2026
24.27Mean L2 Distortion
12
Feb 26, 2026
96.26Attack Success Rate (VGG16)
8
Feb 26, 2026
7ASR
5
May 19, 2026
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—Primary metric
0
May 19, 2026
—
—Primary metric
0
May 19, 2026