predictive-coding

There are 2 repositories under predictive-coding topic.

ngc-learn
NACLab / ngc-learn
NGC-Learn: Neurobiological Systems Simulation and NeuroAI Design in Python
brain-inspired-computing free-energy machine-learning neuroscience predictive-coding predictive-processing python spiking-neural-networks learning-algorithms cognitive-science local-learning computational-neuroscience neural-networks biological-neural-networks credit-assignment hebbian-learning spiking-networks jax spike-timing-dependent-plasticity neuroai
Language:Python 164
ComputationalPsychiatry / pyhgf
PyHGF: A neural network library for predictive coding
bayesian-inference computational-psychiatry reinforcement-learning active-inference bayesian-filter predictive-coding hierarchical-gaussian-filter belief-propagation jax graph-neural-networks state-space-model neural-networks probabilistic-graphical-models
Language:Python 106
ago109 / predictive-forward-forward
Implementation/simulation of the predictive forward-forward credit assignment algorithm for training neurobiologically-plausible recurrent neural network models.
forward-forward local-learning tensorflow predictive-forward-forward forward-learning learning-algorithms biological-neural-networks brain-inspired-computing credit-assignment machine-learning neural-networks predictive-coding recurrent-networks cognitive-science forward-pass-learning neuroscience
Language:Python 61
evolutionary_illusion_generator
LanaSina / evolutionary_illusion_generator
EIGen: Evolutionary Illusion Generator, based on predictive coding.
art generative-model illusion motion-illusions predictive-coding
Language:Python 58
thebuckleylab / jpc
Flexible Inference for Predictive Coding Networks in JAX.
local-learning predictive-coding inference-learning hybrid-predictive-coding jax deep-learning ode-solver neural-networks
Language:Python 58
fonsc / predictive-coding
Research of a deep predictive coding model for unsupervised representation learning from video and audio data.
action-recognition deep-learning free-energy-principle predictive-coding representation-learning
Language:Jupyter Notebook 31
miyosuda / predictive_coding
Predictive Coding in the Visual Cortex: a Functional Interpretation of Some Extra-classical Receptive-field Effects
predictive-coding
Language:Jupyter Notebook 24
LumenPallidium / backprop-alts
This repository has implementations of various alternatives to backpropagation for training neural networks.
backpropagation forward-forward-algorithm hebbian-learning neural-network predictive-coding pytorch reservoir-computing
Language:Python 21
ago109 / active-neural-generative-coding
Implementation/simulation of active neural generative coding (ANGC) for training neurobiologically-plausible active inference agent models.
active-inference predictive-coding brain-inspired-computing cognitive-science jax machine-learning neural-networks neuroscience
Language:Python 20
diegovalsesia / hyperspectral-dequantization
Code from paper High-throughput Onboard Hyperspectral Image Compression with Ground-based CNN Reconstruction
ccsds cnn-reconstruction deep-learning image-reconstruction predictive-coding noisy-data onboard-compression-algorithm
Language:Python 19
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
biological-neural-networks brain-inspired-computing cognitive-science language-model local-learning machine-learning neuroscience numpy predictive-coding recurrent-neural-networks tensorflow2
Language:Python 12
C16Mftang / temporal-predictive-coding
Predictive coding networks for temporal prediction
computational-neuroscience kalman-filter predictive-coding
Language:Python 12
amolk / AGI-experiments
Various experiments related to AGI
agi ai homeostasis predictive-coding active-synapse reinforcement-learning free-energy-principle disentangled-representations representation-learning som lissom deep-learning attractor-learning information-density prediction-error
Language:HTML 11
takyamamoto / PredictiveCoding-RaoBallard-Model
Predictive Coding (Rao & Ballard, 1999) Model
predictive-coding python3
Language:Jupyter Notebook 9
andreofner / pyGPC
Generalized Predictive Coding in Torch
deep-learning predictive-processing predictive-coding variational-inference generative-model free-energy-principle
Language:Python 8
C16Mftang / covariance-learning-PCNs
Recurrent predictive coding networks for associative memory employing covariance learning
associative-memory computational-neuroscience predictive-coding
Language:Jupyter Notebook 8
diegovalsesia / linerwkv
LineRWKV predictive compression of hyperspectral images
hyperspectral-image-compression hyperspectral-images image-compression predictive-coding rwkv
Language:Python 8
C16Mftang / place-cell-pred-coding
Learning grid cells by predictive coding
computational-neuroscience grid-cells predictive-coding
Language:Jupyter Notebook 7
C16Mftang / sequential-memory
Predictive coding for sequential memory
hopfield-network predictive-coding sequential-memory
Language:Python 7
cgoemaere / pc_error_optimization
Predictive Coding with errors, not states
biologically-plausible-learning deep-neural-networks predictive-coding
Language:Jupyter Notebook 6
takyamamoto / PredNet_Chainer
Deep Predictive Coding Network (PredNet) implemented with Chainer
chainerv4 predictive-coding unsupervised-learning
Language:Python 6
leelabcnbc / predictive-coding-music-prediction
Code implementation for the paper "Relating Human Perception of Musicality to Prediction in a Predictive Coding Model"
audio-generation audio-processing machine-learning music-information-retrieval predictive-coding signal-processing
Language:Python 5
emptydiagram / pcrl
predictive coding-based RL. both Active Neural Generative Coding and Prospective Configuration
predictive-coding reinforcement-learning
Language:Python 4
NACLab / ngc-learn-legacy
NGC-Learn: Predictive Coding and Neurobiologically-Motivated Learning in Python
cognitive-science computational-neuroscience credit-assignment neuroscience predictive-coding python spiking-neural-networks tensorflow2
Language:Python 4
andreofner / PredProp
Approximate Natural Gradient Descent with precision weighted predictive coding
predictive-coding predictive-processing natural-gradients variational-inference
Language:Python 3
ago109 / ContinualPTNCN
Redirect repo for the paper " Continual Learning of Recurrent Neural Networks by Locally Aligning Distributed Representations"
brain-inspired-computing predictive-coding recurrent-neural-networks
2
arnogranier / precision-estimation
Precision estimation and second-order prediction errors in cortical circuits
predictive-coding
Language:Julia 2
emptydiagram / ngc
Implementation of Neural Generative Coding
machine-learning predictive-coding
Language:Python 2
francesco-innocenti / algonauts-2021
Models for predicting fMRI data associated with the Algonauts 2021 challenge (http://algonauts.csail.mit.edu).
algonauts fmri deep-learning encoding-model prednet predictive-coding vgg19
Language:Python 2
mdominijanni / pyromancy
A Compact Library for Predictive Coding with PyTorch
deep-learning machine-learning predictive-coding python pytorch
Language:Python 2
cgoemaere / cgoemaere.github.io
My personal website
deep-equilibrium-models hopfield-network personal-website predictive-coding
Language:HTML 1
matthias-brucklacher / PCInvariance
A predictive coding neural network to learn invariant representations from short video clips
generative-model local-learning predictive-coding representation-learning
Language:Python 1
PoppyCollis / GPC
Biologically plausible learning in visco-elastic materials: energy-based model (EBM) approach to learning based on prospective configuration.
energy-based-model hebbian-learning mass-spring-systems predictive-coding viscoelasticity
Language:Jupyter Notebook 1
takyamamoto / Local-Predictive_Coding_Network-with_Chainer
Deep Local Predictive Coding Network (Local PCN) implemented with Chainer
chainer cifar convolutional-neural-networks predictive-coding recurrent-neural-networks
Language:Python 1
Haruno19 / predictive-coding
Study on the Predictive Coding Framework and its application in Neural Networks
free-energy literature neural-networks predictive-coding study
youssef-saaed / Data-Compression-Techniques-From-Scratch
Data compression algorithms implemented from scratch: LZ77, LZ78, Huffman (Standard & Adaptive), Vector Quantization, Image DPCM.
adaptive-huffman data-compression dpcm huffman-coding java lz77 lz78 predictive-coding standard-huffman vector-quantization
Language:Java

predictive-coding

NACLab / ngc-learn

ComputationalPsychiatry / pyhgf

ago109 / predictive-forward-forward

LanaSina / evolutionary_illusion_generator

thebuckleylab / jpc

fonsc / predictive-coding

miyosuda / predictive_coding

LumenPallidium / backprop-alts

ago109 / active-neural-generative-coding

diegovalsesia / hyperspectral-dequantization

AnkurMali / ContinualPTNCN

C16Mftang / temporal-predictive-coding

amolk / AGI-experiments

takyamamoto / PredictiveCoding-RaoBallard-Model

andreofner / pyGPC

C16Mftang / covariance-learning-PCNs

diegovalsesia / linerwkv

C16Mftang / place-cell-pred-coding

C16Mftang / sequential-memory

cgoemaere / pc_error_optimization

takyamamoto / PredNet_Chainer

leelabcnbc / predictive-coding-music-prediction

emptydiagram / pcrl

NACLab / ngc-learn-legacy

andreofner / PredProp

ago109 / ContinualPTNCN

arnogranier / precision-estimation

emptydiagram / ngc

francesco-innocenti / algonauts-2021

mdominijanni / pyromancy

cgoemaere / cgoemaere.github.io

matthias-brucklacher / PCInvariance

PoppyCollis / GPC

takyamamoto / Local-Predictive_Coding_Network-with_Chainer

Haruno19 / predictive-coding

youssef-saaed / Data-Compression-Techniques-From-Scratch