Spiking neurons with short-term synaptic plasticity form superior generative networks
Spiking neurons with short-term synaptic plasticity form superior generative networks
Abstract Spiking networks that perform probabilistic inference have been proposed both as models of cortical computation and as candidates for solving problems in machine learning. However, the evidence for spike-based computation being in any way superior to non-spiking alternatives remains scarce. We propose that short-term synaptic plasticity can provide spiking …