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

PyHGF: A neural network library for predictive coding

Predictive Coding in the Visual Cortex: a Functional Interpretation of Some Extra-classical Receptive-field Effects

Code from paper High-throughput Onboard Hyperspectral Image Compression with Ground-based CNN Reconstruction

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

EIGen: Evolutionary Illusion Generator, based on predictive coding.

This repository has implementations of various alternatives to backpropagation for training neural networks.

Predictive coding networks for temporal prediction

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

Deep Predictive Coding Network (PredNet) implemented with Chainer

Generalized Predictive Coding in Torch

Research of a deep predictive coding model for unsupervised representation learning from video and audio data.

Implementation/simulation of active neural generative coding (ANGC) for training neurobiologically-plausible active inference agent models.

Deep Local Predictive Coding Network (Local PCN) implemented with Chainer

Hechler, deLange, Riedl (2024). Confidence saves energy. Replication code and data.

Regularization in Predictive Coding Networks; investigate the impact of dropout and several initializations on generalization capabilities

Predictive Coding (Rao & Ballard, 1999) Model

Redirect repo for the paper " Continual Learning of Recurrent Neural Networks by Locally Aligning Distributed Representations"

Precision estimation and second-order prediction errors in cortical circuits

Flexible Inference for Predictive Coding Networks in JAX.