ResearchBenchmarksSensitive attribute leakage on Census (KDD) Income 1.0Follow0.48Pearson CorrelationSOMtime-0.3416-0.12830.0850.2983Feb 20, 2026Evaluation ResultsMethodMethodLinksPearson CorrelationSpearman CorrelationP-ValueSOMtimeDimension=Z-axis activ...Dimension=Z-axis activation2026.020.480.69—AEConfiguration=Best fro...Configuration=Best from ablations2026.020.220.250UMAPEmbedding Dimensions=50Embedding Dimensions=502026.020.070.070.0001t-SNEEmbedding Dimensions=50Embedding Dimensions=502026.02-0.08-0.080PCAEmbedding Dimensions=50Embedding Dimensions=502026.02-0.310.210