The paper unifies fading memory, echo states, and related memory notions in RNNs via new equivalences, implications, and alternative proofs.
Embedding and approximation theorems for echo state networks.Neural Networks 128 (2020), 234–247
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Echoes of the Past: A Unified Perspective on Fading memory and Echo States
The paper unifies fading memory, echo states, and related memory notions in RNNs via new equivalences, implications, and alternative proofs.