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Ransomware Detection on Various Ransomware Datasets

99.69Accuracy

ETW file I/O patterns + model-agnostic ML

Updated 17d ago

Evaluation Results

Method	Links
ETW file I/O patterns + model-agnostic ML 2026.07		99.69	-	-
Memory-forensics features + PSO-based ensemble 2026.07		99	-	-
API, DLL, and mutex traces + CNN 2026.07		98.2	-	-
System-call groups + RLR/RF 2026.07		97.48	-	-
Dynamic behavioral features + CVAE-1D CNN 2026.07		-	94.62	-
Android permissions/network traffic + DRL 2026.07		-	91.2	-
PE-header features + deep RL 2026.07		-	97.7	-
DDQN-SISA 2026.07		-	99.25	-