Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Attack Detection research benchmarks – Page 3 · SOTA2 Research

Attack Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Attack Traces Tool hijack

0.85AUC

3

Feb 26, 2026

Attack Traces Data exfiltration

0.85AUC

3

Feb 26, 2026

Attack Traces Prompt injection

83AUC

3

Feb 26, 2026

Attack Traces Social engineering

89AUC

3

Feb 26, 2026

Attack Traces IID

93AUC

3

Feb 26, 2026

new-bands (80,800)MHz corpus (LOCO)

88.3Overall Accuracy

2

May 8, 2026

100Cookie Injection Precision

2

Apr 23, 2026

SWaT 2015 (test)

20Alarms Raised

2

Mar 12, 2026

TEP DRL-Discovered Stealth Attack

89F1 Score

2

Feb 26, 2026

TEP Data Replay Attack

93F1 Score

2

Feb 26, 2026

InjecAgent Agentic Attacks

0.99Detection Rate

2

Feb 26, 2026

AIT-ADS excluding noise alerts A (simul-attacks)

0.89AUC (macro)

2

Feb 26, 2026

AIT-ADS including noise alerts A (simul-attacks)

0.926AUC (macro)

2

Feb 26, 2026

Combined (label-stratified)

97.1AUROC

1

May 13, 2026

ATBench (label-stratified)

0.762AUROC

1

May 13, 2026

RAS-Eval (task-stratified)

0.917AUROC

1

May 13, 2026

Page 3 of 3

Popular datasets

Attack Traces SMAC THEIA SWaT MPE

Follow for updates

Join SOTA2 Contact