Table of Contents

  1. Reading Material

5. Reading Material

Works are ordered by date.

Error Forward-Propagation: Reusing Feedforward Connections to Propagate Errors in Deep Learning
arxiv preprint (2018)

Signal Propagation: A Framework for Learning and Inference In a Forward Pass
arxiv preprint (2022)

Forward Forward Algorithm
preprint (2022)

Predictive Forward-Forward Algorithm
arxiv preprint 2022

5.1 Other Material

A well written guide on spatial and temporal credit assignment. I used it to help write this post.
Training Spiking Neural Networks using lessons from deep learning
https://arxiv.org/abs/2109.12894

The library is available at https://github.com/amassivek/signalpropagation .

With Thanks to: Alexandra Marmarinos for her editing work and guidance. (Add additional editors).

Citations

[1] Image of 7 from MNIST dataset, http://yann.lecun.com/exdb/mnist/
[2] Images of dogs, horses, and frogs from CIFAR Dataset, https://www.cs.toronto.edu/~kriz/cifar.html; or from Upsplash