Author

Yun-Bei Xu

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Preprint Aug 2026

Statistical Properties of Robust Learning under Distributional Shifts

Finite-sample generalization error bounds in the shifted target environment for both DRO and RS are derived, which fill a gap in understanding the statistical properties of robust learning methods under distributional shifts and provide a principled basis for comparing DRO and RS.

Zhiyi Li, Xiaojie Mao, Yun-Bei Xu et al. · 0 citations