local-learning

A brain that learns from live experience. System 1 by default: perception, memory, plasticity and action. Optional System 2 for self-observation and slow corrections.

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

NGC-Learn: Computational Neuroscience and NeuroAI in Python

A lightweight and flexible framework for Hebbian learning in PyTorch.

Flexible Inference for Predictive Coding Networks in JAX.

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

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

Deep Spiking Reinforcement Learning

PyTorch implementation of the paper "Spatio-Temporal Decoupled Learning for Spiking Neural Networks"

Github page for SSDFA

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

A Computational Substrate for Self-Organizing Biologically-Plausible AI

PyTorch implementation of the paper "Scaling Supervised Local Learning with Augmented Auxiliary Networks"

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

[IJCNN] TESS: A Scalable Temporally and Spatially Local Learning Rule for Spiking Neural Networks

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

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

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

CRISP and CLEAR: continuous-time spiking networks, mean-field and local learning, sampled deployment, statistical decision certification, and FPGA energy measurements.

Drift-Bounded Spectral Updates for Deep Local Learning