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CovType

Benchmarks

Task NameDataset NameSOTA ResultTrend
Few-Shot Class Incremental LearningCovType
PD9.39
16
Local Explanation GenerationCovtype
Stability100
14
Second-order Shapley interaction value runtime calculationCovType
Runtime (seconds)0.005
12
Explanation RegularityCovtype
Regularity90.1
11
Explanation Fidelity EstimationCovtype
Fidelity (R2)0.632
11
Evasion attack verificationcovtype 10,000 examples (test)
Speedup25.4
8
Linear RegressionCovtype
PMSE1.94
6
Classificationcovtype A07 (test)
Accuracy92.9
6
Classificationcovtype
Accuracy88.5
6
First-order Shapley value calculationCovType sparse setting
Runtime (s)0.004
6
First-order Shapley value calculationCovType large setting
Runtime (s)0.019
6
First-order Shapley value calculationCovType small setting
Runtime (s)0.001
6
Kernel Density Estimationcovtype-rnd D=10 N=50000
KDE Cost (h=1)98.2
5
Gaussian Summationcovtype D=10, N=50000, h* = 0.0154758 (rnd)
Error (Scale 1)98.2
5
Binary Classificationcovtype binary
F1 Score79.6
5
Classificationcovtype
ROC-AUC0.994
5
PU learningCovtype (test)
F-score75.19
4
Positive-Unlabeled ClassificationCovtype (test)
Accuracy76.51
4
Subspace ClusteringCovType
Clustering Accuracy53.52
4
Optimization ConvergenceCovType (train)
Final Training Loss Gradient0.482
3
ClassificationCovType (test)
Accuracy89.56
3
Tabular ClassificationCovType 3000 samples 512 context 54 features 7 classes
Accuracy73.33
3
Classificationcovtype LIBSVM (test)
Accuracy80.7
2
Third-order Shapley interaction calculationCovType sparse
Runtime0.186
2
Third-order Shapley interaction calculationCovType large
Runtime0.962
2
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