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07/11/2022
The Mean Dimension of Neural Networks – What causes the interaction effects?
Owen and Hoyt recently showed that the effective dimension offers key st...
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02/07/2022
Deep Networks on Toroids: Removing Symmetries Reveals the Structure of Flat Regions in the Landscape Geometry
We systematize the approach to the investigation of deep neural network ...
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12/11/2020
Reconstruction of Pairwise Interactions using Energy-Based Models
Pairwise models like the Ising model or the generalized Potts model have...
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06/14/2020
Entropic gradient descent algorithms and wide flat minima
The properties of flat minima in the empirical risk landscape of neural ...
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09/29/2019