2 papers
stat.ML2026
Black-Box Knowledge Transfer across Distinct Feature Sets
Oh-Ran Kwon, Daeyoung Ham
Pre-trained black-box predictive functions encode knowledge distilled from massive datasets and extensive computation. However, when the available input features differ from those…
stat.ME2025
Envelope-Guided Regularization for Improved Prediction in High-Dimensional Multivariate Regression
Tate Jacobson, Oh-Ran Kwon
Envelope methods perform dimension reduction of predictors or responses in multivariate regression, exploiting the relationship between them to improve estimation efficiency. While…