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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…
stat.ML2025
Statistical Inference for Online Algorithms
Selina Carter, Arun K Kuchibhotla
The construction of confidence intervals and hypothesis tests for functionals is a cornerstone of statistical inference. Traditionally, the most efficient procedures - such as the…