Proposes task exchangeability as a condition for valid inference when using synthetic data in scientific research, with methods and extensions demonstrated on surveys and AI evaluations.
GLM inference with AI-generated synthetic data using misspecified linear regression.arXiv preprint arXiv:2503.21968, 2025
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This review synthesizes representative advances in high-dimensional statistics, highlights common themes and open problems, and points to key entry works.
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High-Dimensional Statistics: Reflections on Progress and Open Problems
This review synthesizes representative advances in high-dimensional statistics, highlights common themes and open problems, and points to key entry works.