output
20112026
most citedDifferentiable modeling to unify machine learning and physical models and advance Geosciences

466 citations

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Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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stat.ML2018★ 47 cited

Comparing Dynamics: Deep Neural Networks versus Glassy Systems

M. Baity-Jesi, L. Sagun, M. Geiger +6

We analyze numerically the training dynamics of deep neural networks (DNN) by using methods developed in statistical physics of glassy systems. The two main issues we address are (…

stat.ML2018★ 3 cited

Natural data structure extracted from neighborhood-similarity graphs

Tom Lorimer, Karlis Kanders, Ruedi Stoop

'Big' high-dimensional data are commonly analyzed in low-dimensions, after performing a dimensionality-reduction step that inherently distorts the data structure. For the same purp…