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Sohei Arisaka

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#machine learning Preprint Sep 2026

Synthesis Without Training: An Inference-Only Pipeline for Tabular, Temporal, and Relational Synthetic Data

Synthetic data generation is dominated by the fit-then-sample paradigm: a generative model is trained on a private dataset and then sampled from. Despite its widespread adoption, this paradigm faces three challenges: (1) a new training run is required for every dataset; (2) different data modalities, such as single tab...

Zi-Long Zhao, Abdul Raheem, Jia-Yu Li et al. · 0 citations

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