Welcome to TENSION’s documentation!
A Tensorflow (Keras) based Python package for FORCE (First-Order, Reduced and Controlled Error) training chaotic recurrent neural networks.
Note
This project is under active development.
Contents
- Installation
- Usage
- FORCE Layers
- FORCE Model
- Examples
- FORCE and full-FORCE Training of Echo State Networks on Sum of Sinusoids
- Training FORCE with Zebrafish Neural Data
- FORCE Training of Theta Spiking Network on Lorenz Attractor
- FORCE Training of LIF Spiking Network on GO-NO GO with Random Starts
- full-FORCE Running Time Comparison Between tension and Original Paper
- FORCE Running Time Comparison Between tension and JAX Numpy Implementation
- FORCE Running Time Comparison With and Without XLA
- Notes