jsalbert / biotorchLinks
BioTorch is a PyTorch framework specializing in biologically plausible learning algorithms
☆50Updated last year
Alternatives and similar repositories for biotorch
Users that are interested in biotorch are comparing it to the libraries listed below
Sorting:
- ☆80Updated last year
- Implementation of feedback alignment learning in PyTorch☆31Updated 2 years ago
- Automatic Hebbian learning in multi-layer convolutional networks with PyTorch, by expressing Hebbian plasticity rules as gradients☆39Updated 2 years ago
- A lightweight and flexible framework for Hebbian learning in PyTorch.☆87Updated last year
- Code to accompany our paper "The combination of Hebbian and predictive plasticity learns invariant object representations in deep sensory…☆26Updated 6 months ago
- PyTorch implementation of linear and convolutional layers with fixed, random feedback weights.☆14Updated 4 years ago
- Auryn-based simulation of multiplexing and burst-dependent plasticity☆23Updated 4 years ago
- Code to train on MNIST, CIFAR-10 and ImageNet using burstprop.☆37Updated 4 years ago
- A repository collating interesting and/or influential predictive coding papers☆85Updated 3 years ago
- Neurons learn by predicting future activity☆29Updated 3 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 for the paper "Predictive Coding Approximates Backprop along Arbitrary Computation Graphs"☆158Updated 4 years ago
- A PyTorch implementation of EventProp [https://arxiv.org/abs/2009.08378], a method to train Spiking Neural Networks☆50Updated 4 years ago
- Introducing dendrites to spiking neural networks. Designed for the Brian 2 simulator.☆43Updated 5 months ago
- repository for grid cell network code☆63Updated 2 years ago
- Tutorial for surrogate gradient learning in spiking neural networks☆325Updated 11 months ago
- Spyx: Spiking Neural Networks in JAX☆123Updated 9 months ago
- Predictive Coding JAX-based library☆75Updated 2 months ago
- Fully documented Pytorch implementation of the Equilibrium Propagation algorithm.☆35Updated 5 years ago
- ☆92Updated last year
- Python implementation of the methods in Meulemans et al. 2020 - A Theoretical Framework For Target Propagation☆32Updated 8 months ago
- NGC-Learn: Neurobiological Systems Design and Simulation in Python☆155Updated last month
- ☆193Updated 2 years ago
- Meta-learning local synaptic plasticity for continual familiarity detection☆16Updated 2 years ago
- ☆14Updated 3 years ago
- ☆30Updated last year
- Implementation/simulation of the predictive forward-forward credit assignment algorithm for training neurobiologically-plausible recurren…☆60Updated 2 years ago
- Simulation of spiking neural networks (SNNs) using PyTorch.☆43Updated last year
- Repository for example implementation of spatially-embedded RNNs. See https://www.jachterberg.com/seRNN for more information.☆46Updated this week
- Code behind the work "Single Cortical Neurons as Deep Artificial Neural Networks", published in Neuron 2021☆155Updated 3 years ago