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When and how can we guarantee that the conclusions arrived at by a complicated and expensive data analysis are correct? A sequence of recent works explores the possibility of constructing interactive proof systems that can verify the conclusions using less data and computation than would be needed to replicate the analysis. I will survey this line of work, highlighting positive and negative results.
Based on joint works with Tal Herman.