jordan-g / PyTorch-Feedback-Alignment-Layers
PyTorch implementation of linear and convolutional layers with fixed, random feedback weights.
☆14Updated 4 years ago
Alternatives and similar repositories for PyTorch-Feedback-Alignment-Layers:
Users that are interested in PyTorch-Feedback-Alignment-Layers are comparing it to the libraries listed below
- Implementation of feedback alignment learning in PyTorch☆31Updated last year
- ☆28Updated 5 years ago
- BioTorch is a PyTorch framework specializing in biologically plausible learning algorithms☆49Updated last year
- Auryn-based simulation of multiplexing and burst-dependent plasticity☆23Updated 4 years ago
- Public code for Illing, Ventura, Bellec & Gerstner 2021: Local plasticity rules can learn deep representations using self-supervised cont…☆24Updated last year
- Code to train on MNIST, CIFAR-10 and ImageNet using burstprop.☆37Updated 3 years ago
- Meta-learning local synaptic plasticity for continual familiarity detection☆16Updated 2 years ago
- Python implementation of the methods in Meulemans et al. 2020 - A Theoretical Framework For Target Propagation☆32Updated 5 months ago
- Experiments with Direct Feedback Alignment training scheme for DNNs☆31Updated 8 years ago
- Fully documented Pytorch implementation of the Equilibrium Propagation algorithm.☆34Updated 5 years ago
- ☆48Updated 3 years ago
- Code to accompany our paper "The combination of Hebbian and predictive plasticity learns invariant object representations in deep sensory…☆25Updated 3 months ago
- A repository collating interesting and/or influential predictive coding papers☆76Updated 3 years ago
- Predictive Coding JAX-based library☆50Updated 3 weeks ago
- ☆70Updated 2 years ago
- Automatic Hebbian learning in multi-layer convolutional networks with PyTorch, by expressing Hebbian plasticity rules as gradients☆38Updated last year
- Code for "Biologically plausible learning in recurrent neural networks", Miconi et al. eLife 2017☆35Updated 6 years ago
- Implementation of Predictive Coding model for transfer learning in PyTorch☆16Updated 11 months ago
- Analysis code for the OpenScope Credit Assignment project.☆11Updated 9 months ago
- ☆90Updated last year
- ☆12Updated 3 years ago
- PyTorch-based code for training fully-connected and convolutional networks using backpropagation (BP), feedback alignment (FA), direct fe…☆66Updated 4 years ago
- repository for grid cell network code☆61Updated 2 years ago
- Training Recurrent Neural Networks via Forward Propagation Through Time☆41Updated 3 years ago
- sequential learning in orthogonal subspaces☆13Updated 4 years ago
- A PyTorch implementation of EventProp [https://arxiv.org/abs/2009.08378], a method to train Spiking Neural Networks☆49Updated 4 years ago
- Supplementary code for the paper "Linking connectivity, dynamics and computations in low-rank recurrent neural networks" by F. Mastrogius…☆34Updated 6 years ago
- Short-term plasticity RNN models in Tensorflow☆34Updated 5 years ago
- A lightweight and flexible framework for Hebbian learning in PyTorch.☆85Updated last year
- Implementation of fixed point analysis for Recurrent Neural Network.☆20Updated 5 years ago