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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.LG2024
Subsampling Suffices for Adaptive Data Analysis
Guy Blanc
Ensuring that analyses performed on a dataset are representative of the entire population is one of the central problems in statistics. Most classical techniques assume that the da…