Versatile Learning without Synaptic Plasticity in a Spiking Neural Network
K. O. Mason, Navid Akbari, Aaron J. Gruber, Wilten Nicola
This paper introduces a spiking neural network framework that learns through bias currents instead of synaptic plasticity, achieving multi-task performance across classification, regression, and dynamical systems mimicry.
bioRxiv · Jan 2, 2026 · PreprintNeuroscience