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Author

Mao Guan

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Preprint Aug 2026

Constraint-Aware Synthetic Tabular Data Generation via Inter-Column Constraint Discovery with LLM Agents

Generating structurally valid synthetic tabular data remains difficult: outputs with high statistical fidelity and downstream utility can still violate semantically meaningful domain constraints. We study the discovery and enforcement of three complementary inter-column constraint families---equations, linear inequalit...

Jianxing Zhao, Mao Guan, Dongyu Liu · 0 citations

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