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Sagan

Paper

Theory of the Frequency Principle for General Deep Neural Networks

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AI summary

arXiv:1906. 09235v3 Announce Type: replace-cross Abstract: Along with fruitful applications of Deep Neural Networks (DNNs) to realistic problems, recently, some empirical studies of DNNs reported a universal phenomenon of Frequency Principle (F-Principle): a DNN tends to learn a target function from low to high frequencies during the training.