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Implicit Bias of Deep Learning in the Large Learning Rate Phase: A Data Separability Perspective

Implicit Bias of Deep Learning in the Large Learning Rate Phase: A Data Separability Perspective

May 15, 2025 Category: Blog

Previous literature on deep learning theory has focused on implicit bias with small learning rates.In this work, we explore the impact of data separability on the implicit bias of deep learning algorithms under the large learning rate.Using deep linear networks for binary classification with the logistic loss under the large learning rate regime, w

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Intellectual Specialization as an Environment for the Development of Innovation Parks

May 15, 2025 Category: Blog

Intellectual specialization is an important mechanism of modern economic development, in particular in the context of the creation and development of innovation parks.This approach involves the concentration of scientific and technological resources in certain areas that have the highest potential for innovative development.Innovation parks play a

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