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Erfan Mirzaei

2 accepted papers

2026

Generalization of Gibbs and Langevin Monte Carlo Algorithms in the Interpolation Regime

ICML 2026poster

This paper provides data-dependent bounds on the expected error of the Gibbs algorithm in the overparameterized interpolation regime, where low training errors are also obtained for impossible data, such as random labels in classification. The results show that generalization in the low-temperature …

Cited by 0SourceScholar
2025

An Empirical Bernstein Inequality for Dependent Data in Hilbert Spaces and Applications

AISTATS 2025poster

Learning from non-independent and non-identically distributed data poses a persistent challenge in statistical learning. In this study, we introduce data-dependent Bernstein inequalities tailored for vector-valued processes in Hilbert space. Our inequalities apply to both stationary and non-station…

Cited by 0SourceScholar