2025 "excess risk bounds" Papers

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Benign Overfitting in Out-of-Distribution Generalization of Linear Models

Shange Tang, Jiayun Wu, Jianqing Fan et al.

ICLR 2025posterarXiv:2412.14474
1
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

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