Malware Detection

Benchmarks

Dataset Name	SOTA Method	Metric
EMBER		Clean Accuracy96.6	37	4d ago
MaMaDroid	CITADEL	F1 Score44.9	28	4d ago
LAMDA	CITADEL	F1 Score77.7	28	4d ago
Chen-AZ	CITADEL	F1 Score82.7	28	4d ago
APIGraph	CITADEL	F1 Score93.5	28	4d ago
Malware Detection dataset	MalConv	Latency (s)0.0021	21	4d ago
Malware Detection (test)		Accuracy21.99	12	2d ago
BODMAS, PMML, and DikeDataset (test)	MoE-Top-2 Experts	Benign Precision0.9623	11	4d ago
Pickle-based malware detection files (real-world scanning)	CatBoost	Average Runtime (ms)0.016	9	4d ago
PickleBall (cross-dataset)		TP Rate100	9	4d ago
MalNet	SHERLOCK (family)	Macro F187.8	9	4d ago
BODMAS 12 months	TVAE	Mean ΔG-35.6	8	4d ago
BODMAS (8 months)	TabSyn	Mean Delta G-25.2	8	4d ago
BODMAS (4 months)	TabSyn	Mean ΔG-16.8	8	4d ago
BODMAS (1 month)	TVAE	Mean Delta G-12.5	8	4d ago
BODMAS (September 2019 to September 2020)	ByteShield-MalConv	Accuracy (09/2019)93.67	7	4d ago
Sleipnir2 (test)	NS	Accuracy (Clean)98.9	7	4d ago
UCSB (test)	LGBM+Priornet+ICE	CA Count44,049	6	4d ago
EMBER (test)	LGBM+PriorNet+ICE	Correct Allocations Count286,530	6	4d ago
Curated Dataset of Programs (test)	CTVP	Detection Rate83.8	5	4d ago
Android Malware ADG (test)	graph2vec	Accuracy99.03	5	4d ago
CICMaldroid	VGAE-MalGAN	Accuracy98.33	4	4d ago
Drebin	VGAE-MalGAN	Accuracy98.68	4	4d ago
Contemporary 2025 (test)	Gemini Pro 2.5(T)	Accuracy83.2	3	4d ago
VTFeed (test)	NS	Clean Accuracy98.9	3	4d ago

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