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Learning with Synthetic Data via SGD in High-Dimensional Linear Regression
One-pass SGD analysis of high-dimensional linear regression reveals mixed synthetic training causes model collapse, but two-stage curricula avoid the risk floor via synthetic pretraining.
Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 13 of 20 reviewers recommend it
lenient 3/5
medium 7/10
strict 3/5