Beyond Low-Pass Dynamics: Frequency-Selective Spiking Reservoirs with Resonant Neurons.

arXiv:2610.37906v1 Announce Type: new Abstract: Spiking reservoir computing combines the training efficiency of fixed recurrent reservoirs with the energy efficiency of event-driven inference, where computation is triggered by sparse spikes rather than execute