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ResearchFormerly WizWand

DNS Exfiltration Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

CIC-Bell-DNS-EXF 2021 (test)

100Accuracy

6

Feb 26, 2026

DohExfTlk Stealth scenario

10,000Detection Rate

4

Feb 26, 2026

DohExfTlk Speed scenario

Gradient Boosting

1Detection Rate

4

Feb 26, 2026

DohExfTlk Low-speed scenario

Gradient Boosting

100Detection Rate

4

Feb 26, 2026

DohExfTlk Classic scenario

Gradient Boosting

100Detection Rate

4

Feb 26, 2026

DohExfTlk Burst scenario

Gradient Boosting

1Detection Rate

4

Feb 26, 2026

DohExfTlk Big-burst scenario

Gradient Boosting

1Detection Rate

4

Feb 26, 2026

DNS exfiltration detection (test)

98.3pAUC@0.1% (norm)

3

Apr 14, 2026