A Note on Noisy Reservoir Computation
arXiv:2302.10862v11 citationsh-index: 17
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This work addresses the impact of noise on reservoir computing performance, but it is incremental as it builds directly on prior definitions.
The authors extended the Information Processing Capacity (IPC) definition to account for stochastic reservoir dynamics, quantifying the degradation of IPC due to noise.
In this note we extend the definition of the Information Processing Capacity (IPC) by Dambre et al [1] to include the effects of stochastic reservoir dynamics. We quantify the degradation of the IPC in the presence of this noise. [1] Dambre et al. Scientific Reports 2, 514, (2012)