HELOC

Benchmarks

Task Name	Dataset Name	SOTA Result
Global Counterfactual Explanations	HELOC	Effectiveness100	36
Classification	HELOC (test)	Accuracy83.19	31
Classification	HELOC	Mean Accuracy73	20
Tabular Classification	HELOC (test)	Accuracy100	19
Counterfactual Explanations	Heloc	Validity100	19
Model Reconstruction	HELOC	Average Fidelity95	19
Classification	HELOC	Balanced Accuracy73.66	15
Counterfactual Generation	HELOC	Count of Unique Valid CFs408.23	10
Classification	HELOC	Accuracy50.8	9
Correlation Estimation	HELOC	Error Rate (%)1.71	9
Column-wise density estimation	HELOC	Error Rate (%)2.09	9
Tabular Data Generation	HELOC	Alpha Precision98	9
Detectability	HELOC	C2ST Score0.934	9
Classification	Heloc	Accuracy72.62	9
Membership Inference Attack	Heloc	ROC AUC0.534	8
Discriminator Measure	HELOC	Accuracy95.55	8
Tabular Data Generation	Heloc	Training Time (min)7.9	8
Counterfactual Explanations	HELOC original (test)	Validity100	7
Counterfactual Explanation	HELOC 5-fold (test)	Validity100	7
Synthetic Data Generation	HELOC (test)	Discriminator Accuracy100	7
Tabular Data Generation	HELOC	Lsyn-62.584	6
Decision Tree Rashomon Set construction	Heloc	Runtime (s)0.38	5
Distributional Counterfactual Explanations	HELOC Diff. tabular	OT Cost (x)0.0005	5
Data Synthesis	HELOC	Repetition Rate0	5
Strategic Label Improvement Evaluation	HELOC (test)	Manipulated Agents3,138	4

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