Denis Sergeevich Goldobin

The paper shows that discrete synaptic events can induce global oscillations in balanced neural networks, which are not captured by the diffusion approximation.

This paper analyzes dynamical regimes in balanced neural networks using QIF neurons, showing that asynchronous activity or periodic oscillations can emerge depending on parameters, with mean field models capturing these behaviors.

The paper introduces a reduction methodology for heterogeneous spiking neural networks using pseudo-cumulants expansion to handle fluctuation-driven dynamics.