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Statistical Analysis of Synthetic Data with Verification: A Linear Regression Framework

arXiv:2610.40254v1 Announce Type: new Abstract: Synthetic data are widely used for training modern AI systems. However, their statistical understanding remains limited. It is well recognized in statistics that repeated self-training on synthetic data can amplify errors inherited from pre-trained mo…

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  1. 2026-10-30 04:00 · arXiv stat.ML
    Statistical Analysis of Synthetic Data with Verification: A Linear Regression Framework

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