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Feature Reconstruction on Adult 10k rows QIdemo RankSwap release 1.0 (test)

49.3Mean Reconstruction Accuracy (R_adv)Copy
8.94819.42429.940.376Jun 6, 2026

Evaluation results

MethodLinks
CopyTaxonomy branch=Reference points2026.0649.3
CoBP-RATaxonomy branch=Message Passing, Novel=true2026.0626.7
Random ForestTaxonomy branch=Isolation2026.0625.7
knnTaxonomy branch=Isolation2026.0625.5
Best chainTaxonomy branch=Autoregressive, strongest configuration=true2026.0625.5
Best ensembleTaxonomy branch=Isolation, strongest configuration=true2026.0625.3
LightGBMTaxonomy branch=Isolation2026.0623.7
MultiHeadMLPTaxonomy branch=Joint Generative, Novel=true2026.0623.4
mlpTaxonomy branch=Isolation2026.0623.3
TabPFNTaxonomy branch=Isolation2026.0623
CondDDPMTaxonomy branch=Joint Generative, Novel=true2026.0622.8
ARFFormerTaxonomy branch=Autoregressive, Novel=true2026.0622.6
Naive BayesTaxonomy branch=Isolation2026.0622.2
svmTaxonomy branch=Isolation2026.0621.5
CondMSTTaxonomy branch=Joint Generative, Novel=true2026.0620.9
Logistic RegressionTaxonomy branch=Isolation2026.0615.6
CondRePaintTaxonomy branch=Joint Generative, Novel=true2026.0614.8
ModeTaxonomy branch=Reference points2026.0610.5
RandomTaxonomy branch=Reference points2026.0610.5