"heavy-tailed noise" Papers

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Adaptive Variance Inflation in Thompson Sampling: Efficiency, Safety, Robustness, and Beyond

Feng Zhu, David Simchi-Levi

NEURIPS 2025

Nonconvex Stochastic Optimization under Heavy-Tailed Noises: Optimal Convergence without Gradient Clipping

Zijian Liu, Zhengyuan Zhou

ICLR 2025arXiv:2412.19529
28
citations

Regularized least squares learning with heavy-tailed noise is minimax optimal

Mattes Mollenhauer, Nicole Muecke, Dimitri Meunier et al.

NEURIPS 2025spotlightarXiv:2505.14214
1
citations

High-Probability Convergence for Composite and Distributed Stochastic Minimization and Variational Inequalities with Heavy-Tailed Noise

Eduard Gorbunov, Abdurakhmon Sadiev, Marina Danilova et al.

ICML 2024arXiv:2310.01860
25
citations

Implicit Compressibility of Overparametrized Neural Networks Trained with Heavy-Tailed SGD

Yijun Wan, Melih Barsbey, Abdellatif Zaidi et al.

ICML 2024arXiv:2306.08125
5
citations