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Attack Detection research benchmarks · SOTA2 Research

Attack Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SWaT Malicious Controller Output Injection (test)

99.8F1 Score

20

Feb 26, 2026

100Precision

16

Apr 23, 2026

CIFAR-100 (test)

89BIM AUC

16

Feb 26, 2026

96.79F1 Score (DoS Hulk)

12

Jul 7, 2026

99.9F1 (DoS-SYN)

12

Jun 16, 2026

Synthetic AR(1) traces Marginal-preserving attack, T=300, spread=150, stealth=0.2 (test)

97.3AUC

10

Jun 11, 2026

SWaT Controller Configuration Tampering Attack (test)

99.55F1

10

Feb 26, 2026

Leave-one-model-out held-out 9th model 1.0 (val)

1AUC

9

Jun 30, 2026

Harmful Attacks 105K sample set

97.4Detection Rate

8

Feb 26, 2026

66TP

7

Mar 11, 2026

DARPA CADETS E5

123TP

7

Mar 11, 2026

115True Positives (TP)

7

Mar 11, 2026

DARPA E3 CADETS

63True Positives (TP)

7

Mar 11, 2026

CNN/DM summary (N = 100)

0FPR

6

Jun 9, 2026

GSM8K (N = 100)

0FPR

6

Jun 9, 2026

HumanEval code (N = 100)

1FPR

6

Jun 9, 2026

SQuAD QA full profile (N = 200; incl. 50 calib.)

0FPR

6

Jun 9, 2026

C4 Task-aligned filler (N = 100)

Output-Length Anomaly

10TPR

6

Jun 9, 2026

Topical CSP C1 N = 100

Output-Length Anomaly

99TPR

6

Jun 9, 2026

ExtendAttack N = 50

100TPR

6

Jun 9, 2026

OverThink N = 100

100TPR (OverThink N=100)

6

Jun 9, 2026

0.858AUC-ROC

6

Mar 19, 2026

96.2AUC-ROC

6

Mar 19, 2026

86.9AUC-ROC

6

Mar 19, 2026

90.1AUC-ROC

6

Mar 19, 2026

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