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Topic: "predictive-coding"

NACLab/ngc-learn

NGC-Learn: Neurobiological Systems Design and Simulation in Python

Language: Python - Size: 79.1 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 144 - Forks: 30

ComputationalPsychiatry/pyhgf

PyHGF: A neural network library for predictive coding

Language: Python - Size: 915 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 70 - Forks: 21

LanaSina/evolutionary_illusion_generator

EIGen: Evolutionary Illusion Generator, based on predictive coding.

Language: Python - Size: 5.32 MB - Last synced at: 26 days ago - Pushed at: about 1 month ago - Stars: 57 - Forks: 5

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

thebuckleylab/jpc

Flexible Inference for Predictive Coding Networks in JAX.

Language: Python - Size: 2.03 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 32 - Forks: 1

fonsc/predictive-coding

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

Language: Jupyter Notebook - Size: 33.4 MB - Last synced at: 4 months ago - Pushed at: over 5 years ago - Stars: 29 - Forks: 2

miyosuda/predictive_coding

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

Language: Jupyter Notebook - Size: 14.6 MB - Last synced at: about 1 year ago - Pushed at: almost 6 years ago - Stars: 21 - Forks: 7

LumenPallidium/backprop-alts

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

Language: Python - Size: 1.19 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 19 - Forks: 5

diegovalsesia/hyperspectral-dequantization

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

Language: Python - Size: 80.6 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 11 - Forks: 5

C16Mftang/temporal-predictive-coding

Predictive coding networks for temporal prediction

Language: Python - Size: 55.9 MB - Last synced at: 4 days ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 6

andreofner/pyGPC

Generalized Predictive Coding in Torch

Language: Python - Size: 40.4 MB - Last synced at: 9 days ago - Pushed at: about 1 year ago - Stars: 8 - Forks: 3

C16Mftang/covariance-learning-PCNs

Recurrent predictive coding networks for associative memory employing covariance learning

Language: Jupyter Notebook - Size: 265 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 6 - Forks: 0

amolk/AGI-experiments

Various experiments related to AGI

Language: HTML - Size: 164 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 6 - Forks: 0

C16Mftang/place-cell-pred-coding

Learning grid cells by predictive coding

Language: Jupyter Notebook - Size: 34.5 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 5 - Forks: 0

ago109/active-neural-generative-coding

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

Language: Python - Size: 356 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 0

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

takyamamoto/PredictiveCoding-RaoBallard-Model

Predictive Coding (Rao & Ballard, 1999) Model

Language: Jupyter Notebook - Size: 16.5 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 5 - Forks: 0

leelabcnbc/predictive-coding-music-prediction

Code implementation for the paper "Relating Human Perception of Musicality to Prediction in a Predictive Coding Model"

Language: Python - Size: 39.1 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0

takyamamoto/PredNet_Chainer

Deep Predictive Coding Network (PredNet) implemented with Chainer

Language: Python - Size: 2.21 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 4 - Forks: 4

C16Mftang/sequential-memory

Predictive coding for sequential memory

Language: Python - Size: 442 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

emptydiagram/pcrl

predictive coding-based RL. both Active Neural Generative Coding and Prospective Configuration

Language: Python - Size: 34.2 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 0

andreofner/PredProp

Approximate Natural Gradient Descent with precision weighted predictive coding

Language: Python - Size: 6.84 KB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

NACLab/ngc-learn-legacy Fork of NACLab/ngc-learn

NGC-Learn: Predictive Coding and Neurobiologically-Motivated Learning in Python

Language: Python - Size: 47.7 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

arnogranier/precision-estimation

Precision estimation and second-order prediction errors in cortical circuits

Language: Julia - Size: 9.77 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 1

francesco-innocenti/algonauts-2021

Models for predicting fMRI data associated with the Algonauts 2021 challenge (http://algonauts.csail.mit.edu).

Language: Python - Size: 5.6 MB - Last synced at: 11 months ago - Pushed at: over 3 years ago - Stars: 1 - 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: 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

cgoemaere/cgoemaere.github.io Fork of daattali/beautiful-jekyll

My personal website

Language: HTML - Size: 6.88 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

NeuroenergeticsLab/confidence_prediction_energy

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

Language: Jupyter Notebook - Size: 6.52 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 1

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

ikharitonov/PredictiveSNNModels

Recurrent spiking network models for predicting MNIST sequences

Language: Jupyter Notebook - Size: 150 MB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

emptydiagram/ngc

Implementation of Neural Generative Coding

Language: Python - Size: 139 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

ago109/ContinualPTNCN

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

Size: 1000 Bytes - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

PoppyCollis/generalised_prospective_configuration

Biologically plausible learning in visco-elastic materials: energy-based model (EBM) approach to learning based on contrastive hebbian learning in predictive coding networks.

Language: Jupyter Notebook - Size: 1.25 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

andreakiro/regularization-pc

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

Language: Jupyter Notebook - Size: 33.8 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 1

lucyzmf/PC_net

neural representations of Hebbian Predictive Coding network in visual classification and generalisation

Language: Python - Size: 318 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

takyamamoto/Local-Predictive_Coding_Network-with_Chainer

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

Language: Python - Size: 1.84 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 1

Related Topics
machine-learning 8 deep-learning 7 neuroscience 6 local-learning 6 neural-networks 5 brain-inspired-computing 5 computational-neuroscience 5 cognitive-science 5 hebbian-learning 4 jax 4 predictive-processing 3 biological-neural-networks 3 free-energy-principle 3 reinforcement-learning 3 credit-assignment 3 generative-model 3 recurrent-neural-networks 3 spiking-neural-networks 3 active-inference 2 learning-algorithms 2 neural-network 2 variational-inference 2 python 2 representation-learning 2 inference-learning 2 hopfield-network 2 tensorflow2 2 backpropagation 2 optical-flow 1 tensorflow 1 recurrent-networks 1 predictive-forward-forward 1 forward-pass-learning 1 forward-learning 1 forward-forward 1 numpy 1 language-model 1 kalman-filter 1 sequential-memory 1 state-space-model 1 probabilistic-graphical-models 1 hierarchical-gaussian-filter 1 grid-cells 1 associative-memory 1 reservoir-computing 1 pytorch 1 forward-forward-algorithm 1 personal-website 1 deep-equilibrium-models 1 neuroimaging 1 metabolism 1 energy-efficient 1 energy-consumption 1 cognition 1 natural-gradients 1 ode-solver 1 hybrid-predictive-coding 1 motion-illusions 1 illusion 1 art 1 vanishing-gradient 1 saddle-point 1 loss-landscape 1 gradient-descent 1 deep-neural-networks 1 chainerv4 1 signal-processing 1 music-information-retrieval 1 audio-processing 1 audio-generation 1 viscoelasticity 1 mass-spring-systems 1 energy-based-model 1 convolutional-neural-networks 1 cifar 1 chainer 1 action-recognition 1 onboard-compression-algorithm 1 noisy-data 1 image-reconstruction 1 cnn-reconstruction 1 ccsds 1 vgg19 1 prednet 1 fmri 1 encoding-model 1 algonauts 1 graph-neural-networks 1 computational-psychiatry 1 belief-propagation 1 bayesian-inference 1 bayesian-filter 1 snntorch 1 som 1 prediction-error 1 lissom 1 information-density 1 homeostasis 1 disentangled-representations 1 attractor-learning 1