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Extends Private Evolution for Tabular Data#10

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fjxmlzn merged 27 commits into
microsoft:mainfrom
toan-vt:main
Jul 1, 2026
Merged

Extends Private Evolution for Tabular Data#10
fjxmlzn merged 27 commits into
microsoft:mainfrom
toan-vt:main

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@toan-vt

@toan-vt toan-vt commented Jul 1, 2026

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Extends Private Evolution for Tabular Data. Implements DP Synthetic Data via APIs 4: Tabular Data (arXiv:2606.08259). Install via the new pip install private-evolution[tabular] extra.

What's added:

  • Data (pe/data/tabular/): TabularCSV loader with typed column metadata.
  • Embedding (pe/embedding/tabular/): rescaled embeddings.
  • API (pe/api/tabular/): tabular RANDOM + VARIATION APIs.
  • Callbacks (pe/callback/tabular/): TabClassifier, ComputeTVD, ComputeWSD, CSV saver.
  • Population: new CompositePopulation; plus a torch nearest-neighbor backend.
  • Examples (example/tabular/): stress tests (xor_stress_test, scm) and real datasets (adult, breast_cancer, artificial_characters, person_activity)

@toan-vt

toan-vt commented Jul 1, 2026

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@microsoft-github-policy-service agree

@fjxmlzn fjxmlzn merged commit 8e30caa into microsoft:main Jul 1, 2026
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