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Papers Benchmarks Datasets Tasks

Backdoor Attack research benchmarks – Page 4 · SOTA2 Research

Backdoor Attack

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Full fine-tuning

100ASR

4

Mar 5, 2026

0.48Runtime (s)

4

Feb 26, 2026

28.3Runtime (s)

4

Feb 26, 2026

feature-based triggerless backdoor attack

3.03Runtime (s)

4

Feb 26, 2026

0.42Runtime (s)

4

Feb 26, 2026

0.42Runtime (s)

4

Feb 26, 2026

0.937Accuracy

4

Feb 26, 2026

CIFAR-100 (test)

DCInject-Frequency

53.32Accuracy

4

Feb 26, 2026

DCInject-Frequency

96.72Accuracy

4

Feb 26, 2026

TST training corpus (test)

99.98ASR

4

Feb 26, 2026

85.43BA

4

Feb 26, 2026

Boxing LSTM PPO 3% TIP

99.1TSR

3

Jun 25, 2026

14.74MFLOPs

3

May 12, 2026

ImageNet 10 scratch (test)

86.2BA (DCB)

3

Feb 26, 2026

Attack Property Comparison

—

—Primary metric

0

Mar 10, 2026

Page 4 of 4

Popular datasets

ImageNet CIFAR CelebA SD Fear Trigger Emotion

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