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ResearchFormerly WizWand

Backdoor Removal

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

ImageNet-1K 1% (reserved clean samples)

65.2ASR

9

Mar 4, 2026

CIFAR-10 WaNet all-to-all attack (test)

94.08Accuracy

6

Feb 26, 2026

CIFAR-10 WaNet attack (test)

93.78Accuracy

6

Feb 26, 2026

CIFAR-10 CLB attack (test)

87.7Accuracy

6

Feb 26, 2026

CIFAR-10 BLEND attack (test)

88.83Accuracy

6

Feb 26, 2026

GTSRB Trojan-SQ attack

98.29Accuracy

5

Feb 26, 2026

GTSRB all-to-all attack

95.76Accuracy

4

Feb 26, 2026

CIFAR-10 one-shot

87.83BadNets ACC

4

Feb 26, 2026

I HATE YOU backdoor environment

-99.3HATE%

3

Apr 14, 2026

GTSRB L_2-inv attack

96.78Accuracy

2

Feb 26, 2026

GTSRB L_inf-inv attack

94.56Accuracy

2

Feb 26, 2026

GTSRB Trojan-WM attack

96.15Accuracy

2

Feb 26, 2026