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ResearchFormerly WizWand

Regression on D1

0.038Average Relative MSEOLS
-0.05640.58081.2181.8552Oct 19, 2025
Updated 7mo ago

Evaluation results

MethodLinks
OLSSize (n, d)=(182, 4), Privacy=Non-private, Repetitions=1002025.100.038
BinAggSize (n, d)=(182, 4), Privacy=mu-GDP (mu=1), Repetitions=1002025.100.095
OriginalAveraging=across 10 synthetic datasets2025.100.286
DP-GDSize (n, d)=(182, 4), Privacy=mu-GDP (mu=1), Repetitions=1002025.100.677
AdaSSPSize (n, d)=(182, 4), Privacy=mu-GDP (mu=1), Repetitions=1002025.100.69
BinAggprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.100.939
DP-CTGANprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.101.091
PATE-CTGANprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.101.344
AIMprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.101.4
DP-GANprivacy_budget_epsilon=1, privacy_budget_delta=1/n^1.1, Averaging=across 10 synthetic datasets2025.102.398