The paper unifies fading memory, echo states, and related memory notions in RNNs via new equivalences, implications, and alternative proofs.
Stability and memory-loss go hand-in- hand: three results in dynamics and computation.Pro- ceedings of the Royal Society A 476(2020), 20200563
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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.