Malware Detection

Benchmarks

Dataset Name	SOTA Method	Metric
Drebin	MalPurifier	Accuracy100	168	27d ago
Androzoo	PAD-SMA	Acc99.96	164	27d ago
ELSA-RAMD Track 1	SAdvNet	TPR80.16	40	5d ago
EMBER		Clean Accuracy96.6	37	3mo ago
MaMaDroid	CITADEL	F1 Score44.9	28	3mo ago
LAMDA	CITADEL	F1 Score77.7	28	3mo ago
Chen-AZ	CITADEL	F1 Score82.7	28	3mo ago
APIGraph	CITADEL	F1 Score93.5	28	3mo ago
Malware Detection dataset	MalConv	Latency (s)0.0021	21	3mo ago
Malware MNAR 60% (test)		Inference Time (s)0.22	18	2mo ago
Malware MNAR 40% (test)		Inference Time (s)0.36	18	2mo ago
Malware MNAR 20% (test)	AMR	Inference Time (s)0.65	18	2mo ago
BODMAS seen tasks	SEED	AUT (B)94.2	16	8d ago
EMBER Domain	FreeMOCA	FWT90.91	16	22d ago
Windows PE Files D3 (test)	EmberGBM	TPR@0.1%53.5	15	15d ago
Windows PE Malware Top 15 Families	ABLE (Ensemble)	Detection Count712	14	12d ago
Malware Detection (test)		Accuracy21.99	12	3mo ago
BODMAS, PMML, and DikeDataset (test)	MoE-Top-2 Experts	Benign Precision0.9623	11	3mo ago
Windows PE Files D2 (test)	EmberGBM	TPR@0.1%96.7	10	15d ago
AZ-Class	FreeMOCA	FWT0	10	22d ago
MB-24+ Clean	AdvDA (no defense)	Clean TPR70.3	9	1mo ago
MB-24+ MalGuise	MalGuise (adv)	ASR3.2	9	1mo ago
MB-24+ PGD ε=8/255	DART (adv)	ASR12.1	9	1mo ago
MB-24+ PGD ε=2/255	DART (adv)	ASR1.2	9	1mo ago
Pickle-based malware detection files (real-world scanning)	CatBoost	Average Runtime (ms)0.016	9	3mo ago

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