"high-probability bounds" Papers

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A General-Purpose Theorem for High-Probability Bounds of Stochastic Approximation with Polyak Averaging

Sajad Khodadadian, Martin Zubeldia

NeurIPS 2025oralarXiv:2505.21796
2
citations

Stability and Sharper Risk Bounds with Convergence Rate $\tilde{O}(1/n^2)$

Bowei Zhu, Shaojie Li, Mingyang Yi et al.

NeurIPS 2025posterarXiv:2410.09766
1
citations

Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation

Benjamin Dupuis, Umut Simsekli

ICML 2024posterarXiv:2402.07723

High-Probability Bound for Non-Smooth Non-Convex Stochastic Optimization with Heavy Tails

Langqi Liu, Yibo Wang, Lijun Zhang

ICML 2024poster