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Protected-attribute detection-gap evaluation on Adult

0.01L^TPR

LAVA

Updated 23d ago

Evaluation Results

Method	Links
LAVA 2024.04		0.01	0.06	0.001	0.004	0.033	0.064
NDDV 2024.04		0.01	0.01	0.001	0.001	0.009	0.028
DU-Shapley 2024.04		0.3	0.7	0.019	0.064	0.038	0.044
GhostSuite 2024.04		0.7	0.4	0.042	0.065	0.111	0.141
LossVal 2024.04		0.7	0.2	0.042	0.053	0.123	0.145
Data-OOB 2024.04		2.3	0.4	0.14	0.162	0.092	0.11
InfluenceSubsample 2024.04		2.8	4.1	0.168	0.417	0.038	0.087
DVRL 2024.04		3.1	2.3	0.189	0.33	0.104	0.133
LOO 2024.04		4.9	3.2	0.296	0.494	0.104	0.138
DataBanzhaf 2024.04		5.2	3.6	0.315	0.533	0.002	0.016
AME 2024.04		5.5	3.6	0.337	0.554	0.076	0.094
KNNShapley 2024.04		9.2	3.2	0.56	0.753	0.059	0.065
BetaShapley 2024.04		10.8	2.9	0.658	0.838	0.083	0.085
DataShapley 2024.04		11.4	3	0.694	0.875	0.052	0.068