MUSK

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	Musk2 downstream	Balanced Accuracy96.4	45
Tabular Anomaly Detection	Musk	AUC ROC1	30
Outlier Detection	Musk	AUC1	22
Outlier Detection	Musk	AP100	22
Outlier Detection	Musk	AUC-ROC100	11
Outlier Detection	Musk	AUC-PR1	11
Outlier Detection	musk (full)	Recall97.32	7
Point-level mislabeled data detection	musk	AUCPR85	7
Hierarchical Clustering	Musk	Dendrogram Purity57	6
Multiple Instance Learning Classification	MUSK2	Accuracy81.2	6
Classification	musk	Accuracy97.7	6
Classification	musk	Latency (s)1.388	6
Classification	musk-1 (80%-20% train-test)	Accuracy95.8	4
Classification	musk	Rule Count180	4
Cell-level outlier detection	musk	AUC0.88	2
Multi-instance Learning Classification	MUSK1 classical MIL (10-fold cross-validation)	Metric-	0

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