Search Results for author: William Gebhardt

Found 4 papers, 1 papers with code

A Practical Guide to Tuning Spiking Neuronal Dynamics

1 code implementation9 Jun 2025 William Gebhardt, Alexander G. Ororbia, Nathan McDonald, Clare Thiem, Jack Lombardi

In this work, we examine fundamental elements of spiking neural networks (SNNs) as well as how to tune them.

Predictive Coding with Spiking Neural Networks: a Survey

no code implementations9 Sep 2024 Antony W. N'dri, William Gebhardt, Céline Teulière, Fleur Zeldenrust, Rajesh P. N. Rao, Jochen Triesch, Alexander Ororbia

In this article, we review a class of neuro-mimetic computational models that we place under the label of spiking predictive coding.

Edge-computing Prediction +1

Time-Integrated Spike-Timing-Dependent-Plasticity

no code implementations13 Jul 2024 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 continuously adapt to sensory input streams in an unsupervised fashion.

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