Reservoir Computing with Ultra-Sparse Rings
Afroditi Talidou, Wilten Nicola
This paper shows that ultra-sparse ring-connected reservoirs can perform complex dynamical systems tasks with linearly scaling parameters.
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University Health NetworkORCID 0000-0001-5346-1327Unclaimed ORCID profile · follow to get notified of new preprints
4 papers
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Afroditi Talidou, Wilten Nicola
This paper shows that ultra-sparse ring-connected reservoirs can perform complex dynamical systems tasks with linearly scaling parameters.
Afroditi Talidou, Jérémie Lefebvre
The paper examines how spatial myelination patterns in axons affect signaling reliability and injury susceptibility using computational models.
Spandan Sengupta, Afroditi Talidou, Jérémie Lefebvre, Frances K. Skinner
The paper develops a mathematical model of hippocampal circuits to identify cell-type specific mechanisms underlying theta-gamma coupled rhythms.
Afroditi Talidou, Paul W. Frankland, Donald Mabbott, Jérémie Lefebvre
The paper introduces an Activity-Dependent Myelination (ADM) rule that optimizes neural synchrony by adjusting conduction velocity based on firing rates and axonal length variability.