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Malware Detection research benchmarks – Page 4 · SOTA2 Research

Malware Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CICMalDroid 2020 (test)

95.97Accuracy

5

Apr 29, 2026

Curated Dataset of Programs (test)

83.8Detection Rate

5

Feb 26, 2026

Android Malware ADG (test)

99.03Accuracy

5

Feb 26, 2026

Malware Detection

39.23TPR@0.1%

4

May 19, 2026

98.33Accuracy

4

Feb 26, 2026

96.5Accuracy

3

Apr 28, 2026

Contemporary 2025 (test)

Gemini Pro 2.5(T)

83.2Accuracy

3

Feb 26, 2026

98.9Clean Accuracy

3

Feb 26, 2026

Malware Dataset 30,000 samples (test)

85.21Balanced Accuracy

2

Jun 12, 2026

Windows Malware

12Calculated Percentage I3

1

Feb 26, 2026

Malware Detection

—

—Primary metric

0

Feb 26, 2026

App_atk (Malicious Agent Application)

—

—Primary metric

0

Feb 26, 2026

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