Tutorial on Event-based Neural Networks for Neuromorphic Machine Learning

This tutorial was created for a session at the International Conference on Neuromorphic Systems 2024, Arlington, Virginia, USA. We prepared a set of notebooks to get started with some of our work on event-based neural networks.

Event-based State Space Model

Paper | Code

Requirements:

• no prior knowledge required for running the notebooks
• basic experience with JAX required for engaging with the code and for making modifications

Event-based Gated Recurrent Units

Paper | Code

Requirements:

• basic experience with PyTorch