C. Gallicchio

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

HRF-Res, a liquid state machine in which LIF neurons are replaced by a heterogeneous population of Harmonic Resonate-and-Fire neurons, achieves state-of-the-art accuracy among spiking reservoir methods and demonstrates that introducing frequency-selective dynamics into spiking reservoirs improves representational quali...