Network size and weights size for memorization with two-layers neural networks S ebastien Bubeck Microsoft Research Ronen Eldan

Neural Information Processing Systems 

In 1988, Eric B. Baum showed that two-layers neural networks with threshold activation function can perfectly memorize the binary labels of n points in general position in R

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