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05/02/2023
The Training Process of Many Deep Networks Explores the Same Low-Dimensional Manifold
We develop information-geometric techniques to analyze the trajectories ...
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10/31/2022
A picture of the space of typical learnable tasks
We develop a technique to analyze representations learned by deep networ...
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09/22/2018
Chebyshev approximation and the global geometry of sloppy models
Sloppy models are complex nonlinear models with outcomes that are signif...
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05/25/2017