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03/29/2023
The Hidden-Manifold Hopfield Model and a learning phase transition
The Hopfield model has a long-standing tradition in statistical physics,...
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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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10/27/2021
Deep learning via message passing algorithms based on belief propagation
Message-passing algorithms based on the Belief Propagation (BP) equation...
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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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10/15/2017