Turning spikes to space: The storage capacity of tempotrons with plastic synaptic dynamics
Robert Guetig · Charité – Universitätsmedizin Berlin & BIH
Wed, Mar 9, 2022 · 05:00 UTC
Neurons in the brain communicate through action potentials (spikes) that are transmitted through chemical synapses. Throughout the last decades, the question how networks of spiking neurons represent and process information has remained an important challenge. Some progress has resulted from a recent family of supervised learning rules (tempotrons) for models of spiking neurons. However, these studies have viewed synaptic transmission as static and characterized synaptic efficacies as scalar quantities that change only on slow time scales of learning across trials but remain fixed on the fast