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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Qing Li

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Book Open access Aug 2026

LCATS: LLM-Guided Constraint-Aware Tabular Data Synthesis

This paper proposes LLM-Guided Constraint-Aware Tabular Data Synthesis (LCATS), an end-to-end framework that decouples global distribution modeling from local constraint enforcement and achieves strong overall performance against diffusion-based, LLM-based, and hybrid baselines in ?

Qing Li, Yanyan Shen, Qibin Zheng et al. · 0 citations
Book Open access Aug 2026

LCATS: LLM-Guided Constraint-Aware Tabular Data Synthesis

Tabular data synthesis must satisfy two complementary quality criteria. At the global level, synthetic records must faithfully reproduce the statistical characteristics of the original dataset, including marginal distributions and inter-variable correlations. At the local level, each individual record must satisfy doma...

Qing Li, Yanyan Shen, Qibin Zheng et al. · 0 citations

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