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Benchmarks
Ransomware Detection on Ransomware Detection Dataset Behavioral and Static
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99.15
Accuracy
DDQN + Asym. R2 (4:1)
97.226
97.7255
98.225
98.7245
Jul 8, 2026
Accuracy
F1 Score
False Negative Rate (FNR)
Updated 17d ago
Evaluation Results
Method
Method
Links
Accuracy
F1 Score
False Negative Rate (FNR)
DDQN + Asym. R2 (4:1)
Feature Type=Behaviora...
2026.07
99.15
99.15
0.8
RF, GB Trees
Feature Type=Behaviora...
2026.07
99
99
-
BERT/RoBERTa
Feature Type=API call...
2026.07
99
99
1
API call sequences
Feature Type=No, Cost-...
2026.07
98.5
98.5
1.5
Cost-sensitive Pareto Ensemble
Feature Type=Behaviora...
2026.07
98.5
98.5
-
XAI deep learning
Feature Type=Behaviora...
2026.07
98.1
98
-
DRL (symmetric R)
Feature Type=Static (P...
2026.07
97.6
97.6
-
RF (DNA seq.)
Feature Type=Behaviora...
2026.07
97.3
-
-
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