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On the Role of Noise in the Sample Complexity of...
Preprint

On the Role of Noise in the Sample Complexity of Learning Recurrent Neural Networks: Exponential Gaps for Long Sequences

Abstract

We consider the class of noisy multi-layered sigmoid recurrent neural networks with $w$ (unbounded) weights for classification of sequences of length

Authors

Pour AF; Ashtiani H

Publication date

May 28, 2023