#

local-learning

Here are 13 public repositories matching this topic...

loeweX / Greedy_InfoMax

Code for the paper: Putting An End to End-to-End: Gradient-Isolated Learning of Representations

deep-learning pytorch local-learning

Updated Mar 28, 2023
Python

ngc-learn

NACLab / ngc-learn

NGC-Learn: Neurobiological Learning and Biomimetic Systems Simulation in Python

python machine-learning neuroscience computational-neuroscience neural-networks cognitive-science spiking-neural-networks free-energy learning-algorithms hebbian-learning credit-assignment jax spiking-networks predictive-coding biological-neural-networks local-learning brain-inspired-computing credit-assignment-problem spike-timing-dependent-plasticity predictive-processing

Updated Oct 25, 2024
Python

julestalloen / pytorch-hebbian

A lightweight and flexible framework for Hebbian learning in PyTorch.

pytorch image-classification unsupervised-learning hebbian-learning local-learning

Updated Feb 29, 2024
Python

ago109 / predictive-forward-forward

Implementation/simulation of the predictive forward-forward credit assignment algorithm for training neurobiologically-plausible recurrent neural network models.

machine-learning tensorflow neuroscience recurrent-networks neural-networks cognitive-science learning-algorithms credit-assignment predictive-coding biological-neural-networks local-learning brain-inspired-computing forward-forward forward-learning forward-pass-learning predictive-forward-forward

Updated Apr 2, 2023
Python

amassivek / signalpropagation

Forward Pass Learning and Inference Library, for neural networks and general intelligence, Signal Propagation (sigprop)

machine-learning deep-learning neural-network pytorch artificial-intelligence neural-networks spiking-neural-networks learning-algorithms signal-propagation spiking-networks biological-neural-networks local-learning forward-forward forward-pass forward-learning forward-pass-learning sigprop

Updated Mar 24, 2023
Python

mahmoudakl / dsrl

Deep Spiking Reinforcement Learning

reinforcement-learning deep-reinforcement-learning spiking-neural-networks local-learning surrogate-gradients r-stdp

Updated Oct 28, 2023
Python

bcrafton / ssdfa

Github page for SSDFA

hardware-acceleration backpropagation feedback-alignment sparse-neural-networks bio-plausible-algorithms local-learning

Updated Jan 28, 2020
Python

AnkurMali / ContinualPTNCN

We introduce Local recurrent Predictive coding model termed as Parallel temporal Neural Coding Network. Unlike classical RNNs, our model is pure local and doesn't require computing gradients backward in time; thus computationally more efficient compared to BPTT and can be used for online learning

machine-learning numpy neuroscience recurrent-neural-networks cognitive-science language-model predictive-coding biological-neural-networks tensorflow2 local-learning brain-inspired-computing

Updated Nov 29, 2023
Python

Razumovskyy / NN_connectivity_vs_entropy

Programming coverage of the results presented in "Connectivity versus Entropy" by Y.S. Abu-Mostafa, 1988

neural-networks local-learning entropy-estimation

Updated Apr 10, 2023
Jupyter Notebook

ChenxiangMA / deep_spike_learning_with_local_classifiers

A PyTorch implementation for the paper Deep Spike Learning with Local Classifiers

pytorch spiking-neural-networks local-learning

Updated Sep 24, 2022
Python

matthias-brucklacher / PCInvariance

A predictive coding neural network to learn invariant representations from short video clips

generative-model representation-learning predictive-coding local-learning

Updated Jul 22, 2023
Python

matthias-brucklacher / LearningMotorFeedback

A generative neural network with two streams to recognize externally generated optic flow

neural-network generative-model optical-flow predictive-coding local-learning

Updated May 22, 2024
Python

francesco-innocenti / pc-saddles

Code for NeurIPS 2024 paper "Only Strict Saddles in the Energy Landscape of Predictive Coding Networks?"

deep-neural-networks deep-learning gradient-descent backpropagation predictive-coding local-learning saddle-point loss-landscape vanishing-gradient inference-learning

Updated Oct 11, 2024
Jupyter Notebook

Improve this page

Add a description, image, and links to the local-learning topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the local-learning topic, visit your repo's landing page and select "manage topics."