Author

M. Yassaee

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Preprint Oct 2026

Generalization Bounds via Vector-Valued $L_p$ Correlation $V_\alpha$

Understanding generalization of randomized learning algorithms remains a central challenge. Mutual-information and total-variation bounds provide complementary ways to quantify data--hypothesis dependence, but they can behave quite differently in high-dimensional regimes. We study a one-parameter family of dependence m...

Mohammad Hossein Momeni Hamaneh, M. M. Mojahedian, M. Yassaee · 0 citations

#machine learning Preprint Sep 2026

Geometry-Adaptive Mechanisms for Private Synthetic Data

A pure $\varepsilon$-differentially private mechanism that combines private depth selection with the authors' pruned variant of the Private Measure Mechanism (PMM) is proposed, and a lower bound under a corresponding internal packing-growth condition is proved, showing that the exponent $1/k$ is sharp within this frame...

Raoof Zare Moayedi, Amir R. Asadi, M. Yassaee et al. · 0 citations