Collegial Ensembles

NIPS 2020, 2020.

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Understanding the effects of model architecture on training and test performance is a longstanding goal in the deep learning community

Abstract:

Modern neural network performance typically improves as model size increases. A recent line of research on the Neural Tangent Kernel (NTK) of over-parameterized networks indicates that the improvement with size increase is a product of a better conditioned loss landscape. In this work, we investigate a form of over-parameterization achi...More

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