meulemansalex / deep_feedback_control
Official code repository for the publication "Credit Assignment in Neural Networks through Deep Feedback Control".
☆10Updated 3 months ago
Alternatives and similar repositories for deep_feedback_control:
Users that are interested in deep_feedback_control are comparing it to the libraries listed below
- Python implementation of the methods in Meulemans et al. 2020 - A Theoretical Framework For Target Propagation☆31Updated 3 months ago
- Automatic Hebbian learning in multi-layer convolutional networks with PyTorch, by expressing Hebbian plasticity rules as gradients☆37Updated last year
- Minimizing Control for Credit Assignment with Strong Feedback☆14Updated 3 months ago
- BioTorch is a PyTorch framework specializing in biologically plausible learning algorithms☆47Updated 11 months ago
- Neurons learn by predicting future activity☆27Updated 3 years ago
- Public code for Illing, Ventura, Bellec & Gerstner 2021: Local plasticity rules can learn deep representations using self-supervised cont…☆24Updated 9 months ago
- ☆70Updated last year
- "Towards Scaling Difference Target Propagation by Learning Backprop Targets" (ICML 2022)☆11Updated 2 years ago
- Predictive Coding JAX-based library☆45Updated this week
- A repository collating interesting and/or influential predictive coding papers☆67Updated 3 years ago
- Code to accompany our paper "The combination of Hebbian and predictive plasticity learns invariant object representations in deep sensory…☆23Updated last month
- Code to train on MNIST, CIFAR-10 and ImageNet using burstprop.☆37Updated 3 years ago
- Predictive coding in Python☆65Updated 10 months ago
- Some methods for comparing network representations in deep learning and neuroscience.☆130Updated 6 months ago
- Implementation/simulation of active neural generative coding (ANGC) for training neurobiologically-plausible active inference agent model…☆16Updated 11 months 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
- Fully documented Pytorch implementation of the Equilibrium Propagation algorithm.☆32Updated 5 years ago
- Auryn-based simulation of multiplexing and burst-dependent plasticity☆23Updated 3 years ago
- ☆28Updated last year
- A lightweight and flexible framework for Hebbian learning in PyTorch.☆81Updated 11 months ago
- repo for code for paper on general theory associative memory models☆18Updated 2 years ago
- Implementation/simulation of the predictive forward-forward credit assignment algorithm for training neurobiologically-plausible recurren…☆54Updated last year
- Official code for On Path Integration of Grid Cells: Group Representation and Isotropic Scaling (NeurIPS 2021)☆50Updated 3 years ago
- ☆19Updated 5 months ago
- A Python Implementation of Predictive Coding (Whittington & Bogacz 2017)☆15Updated 4 years ago
- ☆35Updated 2 years ago
- Repository for VOneNet models☆114Updated last month
- Research of a deep predictive coding model for unsupervised representation learning from video and audio data.☆30Updated 5 years ago