Neuronal Competition Groups with Supervised STDP for Spike-Based Classification

Published in Advances in Neural Information Processing Systems, 2024

Paper - Code - Slides - Poster

In this paper, we introduce the Neuronal Competition Group (NCG) architecture. This architecture scales a spiking classification layer with intra-class winner-takes-all competition to promote the learning of various class-specific patterns.

A short presentation can be found here.

Figure of the NCG architecture

Recommended citation: Gaspard Goupy, Pierre Tirilly, and Ioan Marius Bilasco. Neuronal Competition Groups with Supervised STDP for Spike-Based Classification. Advances in Neural Information Processing Systems, 37, 2025.