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20192021
most citedPerformance boost of time-delay reservoir computing by non-resonant clock cycle

70 citations · 135 across the 4 of their papers we have counts for

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Showing 2020Show all

2 papers · 1 filter

math.DS2020★ 6 cited

Emulating complex networks with a single delay differential equation

Florian Stelzer, Serhiy Yanchuk

A single dynamical system with time-delayed feedback can emulate networks. This property of delay systems made them extremely useful tools for Machine Learning applications. Here w…

cs.LG2020★ 59 cited

Deep Neural Networks using a Single Neuron: Folded-in-Time Architecture using Feedback-Modulated Delay Loops

Florian Stelzer, André Röhm, Raul Vicente +2

Deep neural networks are among the most widely applied machine learning tools showing outstanding performance in a broad range of tasks. We present a method for folding a deep neur…