CORDIS Project
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This project investigates the optimization challenges and generalization capabilities of overparametrized neural networks. By enhancing the theoretical understanding of these models, it aims to develop improved optimization algorithms and explore the implicit biases introduced during training, ultimately advancing mach…
In recent times, overparametrized models where the number of model parameters far exceeds the number of training samples available are the methods of choice for learning problems and neural networks are amongst the most popular overparametrized methods used heavily in practice.
It has been discovered recently that overparametrization surprisingly improves the optimization landscape of a complex non-convex problem, i.e., the training of neural networks, and also has positive effects on the genera…
INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET AUTOMATIQUE
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United States, Urbana
Type: University / higher education
Activity type: Higher or Secondary Education Establishments
SME: No
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