Shuo Zhang

activity

20212026

most citedWhy flatness does and does not correlate with generalization for deep neural networks

3 citations · 3 across the 5 of their papers we have counts for

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2 papers · 1 filter

cs.LG2025

Position: Many generalization measures for deep learning are fragile

Shuofeng Zhang, Ard Louis

In this position paper, we argue that many post-mortem generalization measures -- those computed on trained networks -- are \textbf{fragile}: small training modifications that bare…

cs.LG2025

Closed-form $ℓ_{r}$ norm scaling with data for overparameterized linear regression and diagonal linear networks under $ℓ_{p}$ bias

Shuofeng Zhang, Ard Louis

For overparameterized linear regression with isotropic Gaussian design and minimum- $ℓ_{p}$ interpolator $p \in (1, 2]$ , we give a unified, high-probability characterization for the s…

Position: Many generalization measures for deep learning are fragile

Closed-form ℓr​ norm scaling with data for overparameterized linear regression and diagonal linear networks under ℓp​ bias

Closed-form $ℓ_{r}$ norm scaling with data for overparameterized linear regression and diagonal linear networks under $ℓ_{p}$ bias