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Thanh Nguyen-Cung

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#machine learning Preprint Aug 2026

Logarithmic-Free Moment and Generalization Bounds for Uniformly Stable Algorithms

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 contains an additional...

Thanh Nguyen-Cung, B. T. Nguyen · 1 citation