2 papers
cs.NE2025
A Practical Guide to Tuning Spiking Neuronal Dynamics for Computational Neuroscience and NeuroAI Research
William Gebhardt, Alexander G. Ororbia, Nathan McDonald +3
In this work, we examine and study the fundamental elements of spiking neural networks (SNNs) as well as how to tune them. Concretely, we focus on two different foundational neuron…
q-bio.NC2024
Time-Integrated Spike-Timing-Dependent-Plasticity
William Gebhardt, Alexander G. Ororbia
In this work, we propose time-integrated spike-timing-dependent plasticity (TI-STDP), a mathematical model of synaptic plasticity that allows spiking neural networks to continuousl…