stat.ME · 2026-06-12 · No. 21

Methodology, 2026-06-12.

1 new papers in stat.ME. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Valid Inference with Synthetic Data via Task Exchangeability

    Lezhi Tan, Tijana Zrnic

    stat.ME · cs.AI · cs.LG · stat.ML

    There is a proliferation of work arguing for the use of synthetic data in scientific research. For example, social scientists are arguing for the use of LLM-generated "silicon samples" in pilot studies; AI evaluations increasingly rely on "LLM-as-a-judge" outputs; and proteomics research is accelerated by generative models that produce synthetic protein structures. These developments raise an intriguing possibility: synthetic data may help...

    arxiv.org/abs/2606.13629 · PDF

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