Synthetic Tabular Data Generation

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8 papers in the last four weeks, up 100% on the four weeks before. 0.1% of all new papers.

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  1. PluRel: Synthetic Data unlocks Scaling Laws for Relational Foundation Models

    Feb 3, 2026Vignesh Kothapalli, Rishabh Ranjan, Valter Hudovernik +4Relational Foundation ModelsSynthetic Data Pretraining

    1Stanford University · 2Kumo AI · 3SAP Labs LLC

  2. Rethinking Anonymity Claims in Synthetic Data Generation: A Model-Centric Privacy Attack Perspective

    Jan 30, 2026Georgi Ganev, Emiliano De CristofaroPrivacy AuditingSynthetic Tabular Data Generation

    UCL · SAS · UC Riverside

  3. Beyond One-Size-Fits-All: Neural Networks for Differentially Private Tabular Data Synthesis

    Nov 17, 2025Kai Chen, Chen Gong, Tianhao WangSynthetic Data GenerationSynthetic Tabular Data Generation

    University of Virginia Charlottesville, USA

  4. Causal-Aware Tabular GANs with Reinforcement Learning

    Oct 28, 2025Tu Anh Hoang Nguyen, Dang Nguyen, Tri-Nhan Vo +3Synthetic Data GenerationSynthetic Tabular Data Generation

    Applied Artificial Intelligence Initiative (A2I2), Deakin University, Australia · School of Computer Science and Information Technology, Adelaide University, Australia

  5. Limited Reference, Reliable Generation: A Two-Component Framework for Tabular Data Generation in Low-Data Regimes

    Sep 12, 2025Mingxuan Jiang, Keyang Chen, Yongxin Wang +10Synthetic Data GenerationSynthetic Tabular Data Generation

    School of Computer Science, Fudan University, Shanghai, 200438, China · Northwestern Polytechnical University, Xi’an, 710129, China · Institute of Financial Technology, Fudan University, Shanghai, 200438, China

  6. Synthetic data for ratemaking: imputation-based methods vs adversarial networks and autoencoders

    Sep 2, 2025Yevhen Havrylenko, Meelis Käärik, Artur TuttarSynthetic Data AugmentationSynthetic Tabular Data Generation

    Department of Actuarial Science, Faculty of Business and Economics, University of Lausanne, Switzerland · Institute of Mathematics and Statistics, Faculty of Science and Technology, University of Tartu, Estonia

  7. A Conditional GAN for Tabular Data Generation with Probabilistic Sampling of Latent Subspaces

    Aug 1, 2025Leonidas Akritidis, Panayiotis BozanisClass-Imbalanced LearningSynthetic Tabular Data Generation

    Department of Information and Electronic Engineering, International Hellenic University, Thessaloniki, Greece · School of Science and Technology, International Hellenic University, Thessaloniki, Greece