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When Do Neural Networks Outperform Kernel Methods?


Jun 24, 2020
Behrooz Ghorbani, Song Mei, Theodor Misiakiewicz, Andrea Montanari

* 99 pages, 12 figures 

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Limitations of Lazy Training of Two-layers Neural Networks


Jun 21, 2019
Behrooz Ghorbani, Song Mei, Theodor Misiakiewicz, Andrea Montanari

* 39 pages; 2 pdf figures 

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Linearized two-layers neural networks in high dimension


Apr 27, 2019
Behrooz Ghorbani, Song Mei, Theodor Misiakiewicz, Andrea Montanari

* 29 pages; 16 pdf figures 

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An Investigation into Neural Net Optimization via Hessian Eigenvalue Density


Jan 29, 2019
Behrooz Ghorbani, Shankar Krishnan, Ying Xiao

* 21 pages, 19 figures 

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An Instability in Variational Inference for Topic Models


Feb 02, 2018
Behrooz Ghorbani, Hamid Javadi, Andrea Montanari

* 69 pages; 18 pdf figures 

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