"generalization error bounds" Papers

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Can DPO Learn Diverse Human Values? A Theoretical Scaling Law

Shawn Im, Sharon Li

NEURIPS 2025arXiv:2408.03459
8
citations

Generalization Guarantees for Representation Learning via Data-Dependent Gaussian Mixture Priors

Milad Sefidgaran, Abdellatif Zaidi, Piotr Krasnowski

ICLR 2025arXiv:2502.15540
3
citations

Deep Regression Representation Learning with Topology

Shihao Zhang, Kenji Kawaguchi, Angela Yao

ICML 2024arXiv:2404.13904
2
citations

Non-parametric Representation Learning with Kernels

Hebaixu Wang, Meiqi Gong, Xiaoguang Mei et al.

AAAI 2024paperarXiv:2309.02028
11
citations

Statistical Properties of Robust Satisficing

zhiyi li, Yunbei Xu, Ruohan Zhan

ICML 2024arXiv:2405.20451

Understanding the Impact of Introducing Constraints at Inference Time on Generalization Error

Masaaki Nishino, Kengo Nakamura, Norihito Yasuda

ICML 2024