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Questions related to mathematical aspects of neural networks including approximation properties, optimization, expressive power, algorithmic aspects etc.

6 votes

Theoretical results on neural networks

The Representer Theorem by Michael Unser has recently unveiled explicit connections between deep NNs (using ReLUs as nonlinearities I believe) and splines. One core idea is that both the linear operat …