A tabular data generation framework guided by downstream tasks optimization

Abstract Recently, generative models have been gradually emerging into the extended dataset field, showcasing their advantages. However, when it comes to generating tabular data, these models often fail to satisfy the constraints of numerical columns, which cannot generate high-quality datasets that...

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Bibliographic Details
Main Authors: Fengwei Jia, Hongli Zhu, Fengyuan Jia, Xinyue Ren, Siqi Chen, Hongming Tan, Wai Kin Victor Chan
Format: Article
Language:English
Published: Nature Portfolio 2024-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-65777-9
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