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ResearchFormerly WizWand

Ransomware Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Ransomware Detection Dataset Behavioral and Static

DDQN + Asym. R2 (4:1)

99.15Accuracy

8

Jul 9, 2026

Custom threat-informed dynamic behavioral dataset

TL-RL-FusionNet

99.1Accuracy

7

Apr 23, 2026

Enterprise Shared Storage Ransomware Dataset (10-fold cross-val)

99.645Accuracy

6

Jun 30, 2026

Various Ransomware Datasets

ETW file I/O patterns + model-agnostic ML

99.69Accuracy

4

Jul 9, 2026

Ransomware Stress (u2 user profile)

10Latency (ms)

2

Feb 26, 2026

Ransomware Stress (u1 user profile)

11First Latency (ms)

2

Feb 26, 2026

Windows samples

93.7Accuracy

1

Feb 27, 2026

Public datasets

RF, SVM XGBoost

96Accuracy

1

Feb 27, 2026

CIC ransomware datasets

98.1Accuracy

1

Feb 27, 2026

OS memory dumps

95.6Accuracy

1

Feb 27, 2026

Windows samples RF+C4.5

—

—Accuracy

0

Feb 26, 2026

—

—Accuracy

0

Feb 26, 2026

CIC ransomware datasets (XRan)

—

—Accuracy

0

Feb 26, 2026