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math.DS2025
The Coupling Strength Is a Scale Parameter in Threshold Power-Law Reservoirs and Does Not Influence Training Accuracy
Wilten Nicola
In reservoir computing, the coupling strength of the initial untrained recurrent neural network (the reservoir) is an important hyperparameter that can be varied for accurate train…
math.DS2014★ 2 cited
Non-smooth Bifurcations of Mean Field Systems of Two-Dimensional Integrate and Fire Neurons
Wilten Nicola, Sue Ann Campbell
Mean-field systems have been recently derived that adequately predict the behaviors of large networks of coupled integrate-and-fire neurons [14]. The mean-field system for a networ…