smonsays / equilibrium-propagation
Fully documented Pytorch implementation of the Equilibrium Propagation algorithm.
☆33Updated 5 years ago
Alternatives and similar repositories for equilibrium-propagation:
Users that are interested in equilibrium-propagation are comparing it to the libraries listed below
- Updates of Equilibrium Prop Match Gradients of Backprop Through Time in an RNN with Static Input (NeurIPS 2019)☆12Updated 11 months ago
- Implementation of feedback alignment learning in PyTorch☆30Updated last year
- ☆27Updated 5 years ago
- Learning to Learn: Gradient-free Optimization framework☆36Updated 3 years ago
- ☆14Updated 3 years ago
- A PyTorch implementation of EventProp [https://arxiv.org/abs/2009.08378], a method to train Spiking Neural Networks☆49Updated 4 years ago
- Automatic Hebbian learning in multi-layer convolutional networks with PyTorch, by expressing Hebbian plasticity rules as gradients☆37Updated last year
- BioTorch is a PyTorch framework specializing in biologically plausible learning algorithms☆48Updated last year
- Deep Learning without Weight Transport☆34Updated 5 years ago
- Code to accompany our paper "The combination of Hebbian and predictive plasticity learns invariant object representations in deep sensory…☆24Updated 2 months ago
- Study on the applicability of Direct Feedback Alignment to neural view synthesis, recommender systems, geometric learning, and natural la…☆87Updated 2 years ago
- ☆28Updated last year
- ☆17Updated 4 years ago
- Support material for MAT6115, Université de Montréal, Fall 2018☆26Updated last year
- A lightweight and flexible framework for Hebbian learning in PyTorch.☆82Updated last year
- Python implementation of the methods in Meulemans et al. 2020 - A Theoretical Framework For Target Propagation☆32Updated 4 months ago
- Experiments with Direct Feedback Alignment training scheme for DNNs☆31Updated 8 years ago
- Official code for UnICORNN (ICML 2021)☆27Updated 3 years ago
- Code for the paper "Predictive Coding Approximates Backprop along Arbitrary Computation Graphs"☆151Updated 4 years ago
- Official code for Coupled Oscillatory RNN (ICLR 2021, Oral)☆43Updated 3 years ago
- ☆38Updated last year
- Nengo library of additional extensions☆29Updated last year
- Example of Dense Associative Memory training on MNIST☆35Updated 2 years ago
- A repository collating interesting and/or influential predictive coding papers☆71Updated 3 years ago
- Spiking neuron integration for PyTorch☆40Updated this week
- BrainProp: How the brain can implement reward-based error backpropagation☆16Updated 2 years ago
- PyTorch implementation of linear and convolutional layers with fixed, random feedback weights.☆13Updated 4 years ago
- Introducing dendrites to spiking neural networks. Designed for the Brian 2 simulator.☆36Updated last month
- Predictive Coding JAX-based library☆48Updated 3 weeks ago
- Simulation of spiking neural networks (SNNs) using PyTorch.☆44Updated last year