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Logarithmic-Free Moment and Generalization Bounds for Uniformly Stable Algorithms

Nguyen-Cung, Thanh et al.
arXiv (All) · Papers
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machine-learningprobabilitystatistics-theory
Uniform stability is a classical tool for controlling the generalization error of a learning algorithm. Bousquet, Klochkov, and Zhivotovskiy (2020) showed that the problem can be reduced to a moment inequality for a sum of weakly interacting functions of independent random variables. Their bound con
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