cs.LG, math.DS, stat.ML

Echoes of the Past: A Unified Perspective on Fading memory and Echo States

arXiv:2508.19145v3 Announce Type: replace
Abstract: Recurrent neural networks (RNNs) have become increasingly popular in information processing tasks involving time series and temporal data. A fundamental property of RNNs is their ability to create re…