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paperarXivTrust 82 · PrimaryPublished 3d agoLive · 10h ago

Generating Benchmark Health Data Using a Tabular Diffusion Transformer

Cross-Tabular Data Generation (CTDG) seeks to learn a generative model from multiple heterogeneous tables and produce new synthetic tabular datasets. However, existing synthetic tabular data generation methods are largely restricted to single-input-table scenarios and struggle to effectively handle multiple heterogeneous tables with diverse feature sets. To address this limitation, we propose a two-stage framework for cross-tabular data generation. In the first stage, each heterogeneous raw table is transformed into a standardized statistical table with the same set of columns across all table

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  • FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-xl-base-1.0

    Fuzzy title match (0.73): “Generating Benchmark Health Data Using a Tabular Diffusion T” ≈ “stabilityai/stable-diffusion-xl-base-1.0”

  • FuzzySimilar title/name (fuzzy) · 59%CompVis/stable-diffusion-v1-4

    Fuzzy title match (0.73): “Generating Benchmark Health Data Using a Tabular Diffusion T” ≈ “CompVis/stable-diffusion-v1-4”

  • FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-3.5-large

    Fuzzy title match (0.73): “Generating Benchmark Health Data Using a Tabular Diffusion T” ≈ “stabilityai/stable-diffusion-3.5-large”

  • FuzzyOverlapping authors or contributors · 62%modular/modular

    Shared author/contributor keys: liu

  • FuzzyOverlapping authors or contributors · 62%Kong/kong

    Shared author/contributor keys: kong

  • FuzzySimilar title/name (fuzzy) · 59%jeinlee1991/chinese-llm-benchmark

    Fuzzy title match (0.73): “Generating Benchmark Health Data Using a Tabular Diffusion T” ≈ “jeinlee1991/chinese-llm-benchmark”

  • LinkedLinked via arxiv author · 85%Zuhao Yang

    Generating Benchmark Health Data Using a Tabular Diffusion Transformer

  • LinkedLinked via arxiv author · 85%Lisa Pilgram

    Generating Benchmark Health Data Using a Tabular Diffusion Transformer

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