#NeuronModel

Fabrizio Musacchiopixeltracker@sigmoid.social
2024-07-15

This #tutorial explores the oscillatory #PopulationDynamics of generalized #IntegrateAndFire (GIF) neurons simulated with #NESTSimulator. The GIF #NeuronModel is a biophysically detailed model that captures the essential features of spiking neurons, including #SpikeFrequencyAdaptation and #DynamicThreshold behavior:

🌍 fabriziomusacchio.com/blog/202

#ComputationalNeuroscience #Python #Neuroscience

Oscillatory population dynamics of GIF neurons: spike times (top) and spike frequency (bottom).
Fabrizio Musacchiopixeltracker@sigmoid.social
2023-07-07

New #preprint by Aaron Spieler et al. on ELM (Expressive Leaky #Memory) neurons, a biologically inspired cortical #neuronmodel, showing promise in solving long-horizon tasks (complex computations) with remarkable efficiency.

📔 Spieler et al. (2023), "The ELM Neuron: an Efficient and Expressive Cortical Neuron Model Can Solve Long-Horizon Tasks", doi.org/10.48550/arXiv.2306.16

#ComputationalNeuroscience #CompNeuro

Screenshot of Figure 1: The biologically motivated Expressive Leaky Memory (ELM) neuron model from Spieler et al. (2023) (Source: https://arxiv.org/abs/2306.16922)

Client Info

Server: https://mastodon.social
Version: 2025.04
Repository: https://github.com/cyevgeniy/lmst