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stat.ML2026
Assumption-lean logistic regression with missing covariates
Jyotishka Ray Choudhury, Kabir Aladin Verchand, Richard J. Samworth +1
Missing covariates are frequently encountered in supervised learning problems, and classical methods for estimation using such data use carefully chosen imputation schemes for miss…
stat.ML2026
Efficient and Minimax Optimal In-context Nonparametric Regression with Transformers
Michelle Ching, Ioana Popescu, Nico Smith +3
We study in-context learning for nonparametric regression with -Hölder smooth regression functions, for some . We prove that, with in-context examples and -dimension…