Author

Jichu Li

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#artificial intelligence Preprint Sep 2026

Learning with Synthetic Data via SGD in High-Dimensional Linear Regression

An exact finite-sample necessary-and-sufficient condition for two-stage training to strictly outperform real-only training under the same real-data budget and identical real-stage updates is established.

Jichu Li, Di-Fan Zou · 0 citations