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06/01/2023
Maximal Domain Independent Representations Improve Transfer Learning
Domain adaptation (DA) adapts a training dataset from a source domain fo...
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12/08/2022
Effective Dynamics of Generative Adversarial Networks
Generative adversarial networks (GANs) are a class of machine-learning m...
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06/02/2022
Stochastic gradient descent introduces an effective landscape-dependent regularization favoring flat solutions
Generalization is one of the most important problems in deep learning (D...
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04/19/2019
Continual Learning with Self-Organizing Maps
Despite remarkable successes achieved by modern neural networks in a wid...
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10/29/2018