3 papers
cs.NE2024
Forward Direct Feedback Alignment for Online Gradient Estimates of Spiking Neural Networks
Florian Bacho, Dminique Chu
There is an interest in finding energy efficient alternatives to current state of the art neural network training algorithms. Spiking neural network are a promising approach, becau…
cs.LG2023
Random Feedback Alignment Algorithms to train Neural Networks: Why do they Align?
Dominique Chu, Florian Bacho
Feedback alignment algorithms are an alternative to backpropagation to train neural networks, whereby some of the partial derivatives that are required to compute the gradient are…
cs.LG2021
Integrate-and-Fire Neurons for Low-Powered Pattern Recognition
Florian Bacho, Dominique Chu
Embedded systems acquire information about the real world from sensors and process it to make decisions and/or for transmission. In some situations, the relationship between the da…