ResearchBenchmarksSensitive attribute leakage on Census KDD Age 1.0Follow0.5Pearson CorrelationSOMtime-0.228-0.0390.150.339Feb 20, 2026Evaluation ResultsMethodMethodLinksPearson CorrelationSpearman CorrelationP-ValueSOMtimeDimension=Z-axis activ...Dimension=Z-axis activation2026.020.50.83—PCAEmbedding Dimensions=50Embedding Dimensions=502026.020.170.110UMAPEmbedding Dimensions=50Embedding Dimensions=502026.020.080.090t-SNEEmbedding Dimensions=50Embedding Dimensions=502026.020.08-0.10AEConfiguration=Best fro...Configuration=Best from ablations2026.02-0.2-0.220