arxivcs.NEcs.LG2026-07-16
NeuronSoup: Evolving Asynchronous, Shared-Neuron Temporal Graphs without Backpropagation
We present NeuronSoup, a neural computation architecture that replaces synchronous layer-by-layer processing with asynchronous, delay-mediated signal propagation through a pool of shared neurons. Each path in the network routes a continuous-valued signal from one input neuron to…