Covertype

Benchmarks

Task Name	Dataset Name	SOTA Result
Clustering	Covertype	Ek5.15	48
Classification	Covertype 30K subsamples	Accuracy89.29	44
Classification	Covertype	Accuracy95.528	40
Classification	Covertype (CO) (test)	Macro F1-score81.6	36
Online Class-Incremental Learning	Covertype	Final Mean Accuracy69.4	26
Spectral Clustering	Covertype	Time Cost (s)13.15	22
Noisy label detection	Covertype	AUC0.766	20
Classification	covertype	Cohen's Kappa0.79	16
High-value data removal	covertype	WAD-0.022	12
Online Class Incremental Learning	Covertype	Average Forgetting0.143	11
Calibration	Covertype label 2 (test)	Expected Calibration Error4.268	10
Calibration	Covertype label 1 (test)	ECE2.352	10
Classification	Covertype (target domain)	Accuracy45.2	9
Online Class-Incremental Learning	Covertype K=6, d=54	Memory (KB)5.8	9
Binary Classification	covertype	AUC0.9801	9
Multi-class Classification	Covertype (CO)	Accuracy96.95	9
Contextual Bandit	Covertype	Relative Cumulative Regret27.46	9
Classification	Covertype	Accuracy95.81	8
Active Learning	CoverType	AULC38.3	8
Classification	Covertype	ROC AUC90.4	8
High-value data removal	Covertype (test)	Weighted Accuracy Drop11.2	8
Clustering	Covertype	NMI9.15	8
Clustering	Covertype	CA (%)50.73	8
Decision Tree Rashomon Set Calculation	Covertype	Runtime358.7	7
Classification with Deferral	Covertype (test)	System Accuracy93.4	7

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