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08/28/2021
Master memory function for delay-based reservoir computers with single-variable dynamics
We show that many delay-based reservoir computers considered in the lite...
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01/08/2021
Infinite-dimensional Folded-in-time Deep Neural Networks
The method recently introduced in arXiv:2011.10115 realizes a deep neura...
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11/19/2020
Deep Learning with a Single Neuron: Folding a Deep Neural Network in Time using Feedback-Modulated Delay Loops
Deep neural networks are among the most widely applied machine learning ...
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09/16/2020
Improving Delay Based Reservoir Computing via Eigenvalue Analysis
We analyze the reservoir computation capability of the Lang-Kobayashi sy...
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06/11/2020
Deep Time-Delay Reservoir Computing: Dynamics and Memory Capacity
The Deep Time-Delay Reservoir Computing concept utilizes unidirectionall...
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05/07/2019