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

Malware Classification research benchmarks · SOTA2 Research

Malware Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CICMalDroid 2020

97.47Accuracy

60

Jun 8, 2026

HuBERT ⊞ ViT (FOCA)

82.84Accuracy

38

Feb 26, 2026

VirusShare PE executables

0.997Precision

28

May 26, 2026

Decompiled Binaries Malware Dataset

92.5F1 (Malicious Class)

20

Jun 19, 2026

Malware family classification dataset 600 (test)

80.95Accuracy

11

Jun 16, 2026

Microsoft Malware dataset (test)

Static Disassembly Features

99.48Accuracy

11

Feb 26, 2026

Malware Synthetic Real (train test)

100F1 Score

9

Apr 27, 2026

CICMalDroid 2020 (test)

Mahdavifar, et al.

96Adware Accuracy

8

Jun 8, 2026

BODMAS month 11

12.77Mean ΔG

8

Feb 26, 2026

BODMAS month 10

10.45Mean ΔG

8

Feb 26, 2026

21.73Mean ΔG

8

Feb 26, 2026

4.34Mean Delta G

8

Feb 26, 2026

50.06Mean ΔG

8

Feb 26, 2026

-0.05Mean ΔG

8

Feb 26, 2026

-16.77Mean Delta G

8

Feb 26, 2026

6.88Mean Delta G

8

Feb 26, 2026

14.34Mean ΔG

7

Feb 26, 2026

Malware dataset

95.1F1 Score

6

Apr 27, 2026

99.41Accuracy

6

Feb 26, 2026

CICMalDroid 2020

95.6Weighted Recall

5

Jun 8, 2026

96.6Accuracy

5

Feb 26, 2026

Common Malware Families min. 50 samples (10-fold cross-validation)

73.4F1 (Kaspersky)

5

Feb 26, 2026

MAECO-Lite ontology 5-fold cross-validation (train-test)

80Accuracy

4

Jun 1, 2026

Sharma et al. [13]

99.9Accuracy

4

Feb 26, 2026

Contemporary Data 2025 (test)

XGBoost Classifier

106True Positives (TP)

3

Feb 26, 2026

Page 1 of 2

PreviousNext

Popular datasets

BODMAS CICMalDroid Malware VirusShare Common Malware Families

Follow for updates

Join SOTA2 Contact