ResearchBenchmarksSensitive attribute leakage on Census (KDD) Capital Gains 1.0Follow-0.23Pearson Correlation (r)PCA-0.2532-0.09660.060.2166Feb 20, 2026Evaluation ResultsMethodMethodLinksPearson Correlation (r)Spearman Correlation (rho)P-ValuePCAEmbedding Dimensions=50Embedding Dimensions=502026.02-0.23-0.110t-SNEEmbedding Dimensions=50Embedding Dimensions=502026.02-0.020.040.0049UMAPEmbedding Dimensions=50Embedding Dimensions=502026.020.010.0020.89SOMtimeDimension=Z-axis activ...Dimension=Z-axis activation2026.020.340.430.01AEConfiguration=Best fro...Configuration=Best from ablations2026.020.350.40.0005