Almost Sure Asymptotic Freeness of Neural Network Jacobian with Orthogonal Weights

11 Aug 2019Tomohiro Hayase

A well-conditioned Jacobian spectrum has a vital role in preventing exploding or vanishing gradients and speeding up learning of deep neural networks. Free probability theory helps us to understand and handle the Jacobian spectrum... (read more)

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