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Latent Predictive Learning: SNN Implementation

CI License: GPL v3

This implementation of Latent Predictive Learning (LPL) is based on this paper by Halvagal and Zenke.

Installation

You can install with:

pip install -e .

Run files with this pattern:

python -m datasets.src.zenke_2a.visualize

Directory structure

The structure is as follows:

  • /datasets: contains various data generation and pytorch Dataset implementations. The simplest is fig 2A from the above paper
  • /model: contains the model code for a SNN with LPL learning rule
  • /benchmarks: entrypoints for applying various datasets to the model

About

Implementing LPL learning rule in SNN. https://www.nature.com/articles/s41593-023-01460-y

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