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20162026
most citedNested conformal prediction and quantile out-of-bag ensemble methods

72 citations · 231 across the 61 of their papers we have counts for

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Showing 2026Show all

5 papers · 1 filter

math.PR2026

On the L{é}vy concentration function of Gaussian quadratic forms with applications to second order U-statistics

Abhimanyu Choudhary, Arun Kumar Kuchibhotla

We provide an upper-bound for the L{é}vy concentration function: where is a weighted sum…

math.PR2026

Berry-Esseen bounds for multivariate martingale difference sequences in the Kolmogorov distance

Weichen Wu, Dung Le, Arun Kumar Kuchibhotla +1

We derive new Gaussian approximations for finite martingale difference sequences in with respect to the Kolmogorov distance. Under appropriate conditions, our bounds…

math.ST2026

On a Probability Inequality for Order Statistics with Applications to Bootstrap, Conformal Prediction, and more

Manit Paul, Arun Kumar Kuchibhotla

``Behind every limit theorem, there is an inequality'' said Kolmogorov. We say ``for every inequality, there is an approximate inequality under approximate regularity conditions.''…

math.ST2026

Sharp Debiasing for Smooth Functional Estimation in Banach Spaces

Woonyoung Chang, Arun Kumar Kuchibhotla

This paper studies the estimation of smooth functionals of a mean parameter for a distribution on a general Banach space. We propose a cross-fitted…

stat.ML2026

Time-uniform conformal and PAC prediction

Kayla E. Scharfstein, Arun Kumar Kuchibhotla

Given that machine learning algorithms are increasingly being deployed to aid in high stakes decision-making, uncertainty quantification methods that wrap around these black box mo…