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20242026
most citedWhich exceptional low-dimensional projections of a Gaussian point cloud can be found in polynomial time?

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cs.LG2025

Implicit Bias of Gradient Descent for Non-Homogeneous Deep Networks

Yuhang Cai, Kangjie Zhou, Jingfeng Wu +3

We establish the asymptotic implicit bias of gradient descent (GD) for generic non-homogeneous deep networks under exponential loss. Specifically, we characterize three key propert…

cs.LG2024

Sharp Analysis of Power Iteration for Tensor PCA

Yuchen Wu, Kangjie Zhou

We investigate the power iteration algorithm for the tensor PCA model introduced in Richard and Montanari (2014). Previous work studying the properties of tensor power iteration is…