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06/07/2023
Normalization Layers Are All That Sharpness-Aware Minimization Needs
Sharpness-aware minimization (SAM) was proposed to reduce sharpness of m...
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06/30/2021
What can linear interpolation of neural network loss landscapes tell us?
Studying neural network loss landscapes provides insights into the natur...
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06/20/2021
Multirate Training of Neural Networks
We propose multirate training of neural networks: partitioning neural ne...
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06/20/2021
Better Training using Weight-Constrained Stochastic Dynamics
We employ constraints to control the parameter space of deep neural netw...
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06/17/2020
Constraint-Based Regularization of Neural Networks
We propose a method for efficiently incorporating constraints into a sto...
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08/30/2019