374 citations · 941 across the 27 of their papers we have counts for
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cs.LG2018★ 29 cited
The Full Spectrum of Deepnet Hessians at Scale: Dynamics with SGD Training and Sample Size
Vardan Papyan
We apply state-of-the-art tools in modern high-dimensional numerical linear algebra to approximate efficiently the spectrum of the Hessian of modern deepnets, with tens of millions…
cs.CV2018★ 115 cited
Neural Proximal Gradient Descent for Compressive Imaging
Morteza Mardani, Qingyun Sun, Shreyas Vasawanala +4
Recovering high-resolution images from limited sensory data typically leads to a serious ill-posed inverse problem, demanding inversion algorithms that effectively capture the prio…