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cs.LG2025
A Distributional-Lifting Theorem for PAC Learning
Guy Blanc, Jane Lange, Carmen Strassle +1
The apparent difficulty of efficient distribution-free PAC learning has led to a large body of work on distribution-specific learning. Distributional assumptions facilitate the des…
cs.LG2023
Harnessing the Power of Choices in Decision Tree Learning
Guy Blanc, Jane Lange, Chirag Pabbaraju +3
We propose a simple generalization of standard and empirically successful decision tree learning algorithms such as ID3, C4.5, and CART. These algorithms, which have been central t…