Malware Detection

Benchmarks

Dataset Name	SOTA Method	Metric
EMBER		Clean Accuracy96.6	37	1mo ago
MaMaDroid	CITADEL	F1 Score44.9	28	1mo ago
LAMDA	CITADEL	F1 Score77.7	28	1mo ago
Chen-AZ	CITADEL	F1 Score82.7	28	1mo ago
APIGraph	CITADEL	F1 Score93.5	28	1mo ago
Malware Detection dataset	MalConv	Latency (s)0.0021	21	1mo ago
Malware MNAR 60% (test)		Inference Time (s)0.22	18	1mo ago
Malware MNAR 40% (test)		Inference Time (s)0.36	18	1mo ago
Malware MNAR 20% (test)	AMR	Inference Time (s)0.65	18	1mo ago
Malware Detection (test)		Accuracy21.99	12	1mo ago
BODMAS, PMML, and DikeDataset (test)	MoE-Top-2 Experts	Benign Precision0.9623	11	1mo ago
MB-24+ Clean	AdvDA (no defense)	Clean TPR70.3	9	9d ago
MB-24+ MalGuise	MalGuise (adv)	ASR3.2	9	9d ago
MB-24+ PGD ε=8/255	DART (adv)	ASR12.1	9	9d ago
MB-24+ PGD ε=2/255	DART (adv)	ASR1.2	9	9d ago
Pickle-based malware detection files (real-world scanning)	CatBoost	Average Runtime (ms)0.016	9	1mo ago
PickleBall (cross-dataset)		TP Rate100	9	1mo ago
MalNet	SHERLOCK (family)	Macro F187.8	9	1mo ago
BODMAS 12 months	TVAE	Mean ΔG-35.6	8	1mo ago
BODMAS (8 months)	TabSyn	Mean Delta G-25.2	8	1mo ago
BODMAS (4 months)	TabSyn	Mean ΔG-16.8	8	1mo ago
BODMAS (1 month)	TVAE	Mean Delta G-12.5	8	1mo ago
BODMAS (September 2019 to September 2020)	ByteShield-MalConv	Accuracy (09/2019)93.67	7	1mo ago
Sleipnir2 (test)	NS	Accuracy (Clean)98.9	7	1mo ago
EMBER 10,000 sample	CogniCrypt	Accuracy98.7	6	1mo ago

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