378 citations · 1.2k across the 40 of their papers we have counts for
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cs.LG2021★ 14 cited
On the Inherent Regularization Effects of Noise Injection During Training
Oussama Dhifallah, Yue M. Lu
Randomly perturbing networks during the training process is a commonly used approach to improving generalization performance. In this paper, we present a theoretical study of one p…
cs.IT2021
Householder Dice: A Matrix-Free Algorithm for Simulating Dynamics on Gaussian and Random Orthogonal Ensembles
Yue M. Lu
This paper proposes a new algorithm, named Householder Dice (HD), for simulating dynamics on dense random matrix ensembles with translation-invariant properties. Examples include t…
cs.LG2021★ 14 cited
Phase Transitions in Transfer Learning for High-Dimensional Perceptrons
Oussama Dhifallah, Yue M. Lu
Transfer learning seeks to improve the generalization performance of a target task by exploiting the knowledge learned from a related source task. Central questions include decidin…