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GitHub topics: local-learning

NACLab/ngc-learn

NGC-Learn: Neurobiological Systems Design and Simulation in Python

Language: Python - Size: 79.1 MB - Last synced at: about 19 hours ago - Pushed at: about 20 hours ago - Stars: 144 - Forks: 30

thebuckleylab/jpc

Flexible Inference for Predictive Coding Networks in JAX.

Language: Python - Size: 2.03 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 32 - Forks: 1

mapolinario94/LLS-DNN

[WACV] LLS: Local Learning Rule for Deep Neural Networks Inspired by Neural Activity Synchronization

Language: Python - Size: 368 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 0

francesco-innocenti/pc-saddles

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

Language: Jupyter Notebook - Size: 1.63 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

mapolinario94/S-TLLR

[TMLR] S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks

Language: Python - Size: 48.8 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

loeweX/Greedy_InfoMax

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

Language: Python - Size: 13.5 MB - Last synced at: 6 months ago - Pushed at: about 2 years ago - Stars: 284 - Forks: 36

matthias-brucklacher/LearningMotorFeedback

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

Language: Python - Size: 9.44 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

mahmoudakl/dsrl

Deep Spiking Reinforcement Learning

Language: Python - Size: 25.3 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 15 - Forks: 3

ago109/predictive-forward-forward

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

Language: Python - Size: 91 MB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 45 - Forks: 4

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

Language: Python - Size: 4.68 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 2

ChenxiangMA/deep_spike_learning_with_local_classifiers

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

Language: Python - Size: 23.4 KB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

Joxis/pytorch-hebbian

A lightweight and flexible framework for Hebbian learning in PyTorch.

Language: Python - Size: 231 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 60 - Forks: 16

Razumovskyy/NN_connectivity_vs_entropy

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

Language: Jupyter Notebook - Size: 17.6 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

bcrafton/ssdfa

Github page for SSDFA

Language: Python - Size: 244 MB - Last synced at: about 2 years ago - Pushed at: about 5 years ago - Stars: 9 - Forks: 2