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2026 1

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Few-Shot Resampling for Scalable Statistically-Sound Data Mining

cs.LG · 2026-05-29 · unverdicted · novelty 6.0

FewRS is a new resampling procedure for data mining significance testing that uses a novel supremum-deviation bound to achieve rigorous false-discovery guarantees with orders-of-magnitude fewer resamples than prior methods.

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  • Few-Shot Resampling for Scalable Statistically-Sound Data Mining cs.LG · 2026-05-29 · unverdicted · none · ref 38

    FewRS is a new resampling procedure for data mining significance testing that uses a novel supremum-deviation bound to achieve rigorous false-discovery guarantees with orders-of-magnitude fewer resamples than prior methods.