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leaked dependence

for a version of the KCIT based on a U-statistic, the wild bootstrap: they show that using a joint embedding can 18 THEGENERALISEDKERNELCOVARIANCEMEASURE improve power under the alternative, but also amplify “leaked dependence” under the · 2011

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The Generalised Kernel Covariance Measure

stat.ML · 2026-04-04 · conditional · novelty 7.0

GKCM generalizes kernel CI testing to arbitrary regression models, provides uniform asymptotic level guarantees under stated conditions, and outperforms state-of-the-art methods in simulations when using tree-based regressors.

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  • The Generalised Kernel Covariance Measure stat.ML · 2026-04-04 · conditional · none · ref 25

    GKCM generalizes kernel CI testing to arbitrary regression models, provides uniform asymptotic level guarantees under stated conditions, and outperforms state-of-the-art methods in simulations when using tree-based regressors.