Protected-attribute detection-gap evaluation on Adult benchmark leaderboard · SOTA2 Research

Protected-attribute detection-gap evaluation on Adult

0.01L^TPRLAVA

Evaluation Results

Method	Links
LAVA2024.04		0.01	0.06	0.001	0.004	0.033	0.064
NDDV2024.04		0.01	0.01	0.001	0.001	0.009	0.028
DU-Shapley2024.04		0.3	0.7	0.019	0.064	0.038	0.044
GhostSuite2024.04		0.7	0.4	0.042	0.065	0.111	0.141
LossVal2024.04		0.7	0.2	0.042	0.053	0.123	0.145
Data-OOB2024.04		2.3	0.4	0.14	0.162	0.092	0.11
InfluenceSubsample2024.04		2.8	4.1	0.168	0.417	0.038	0.087
DVRL2024.04		3.1	2.3	0.189	0.33	0.104	0.133
LOO2024.04		4.9	3.2	0.296	0.494	0.104	0.138
DataBanzhaf2024.04		5.2	3.6	0.315	0.533	0.002	0.016
AME2024.04		5.5	3.6	0.337	0.554	0.076	0.094
KNNShapley2024.04		9.2	3.2	0.56	0.753	0.059	0.065
BetaShapley2024.04		10.8	2.9	0.658	0.838	0.083	0.085
DataShapley2024.04		11.4	3	0.694	0.875	0.052	0.068