GitHub topics: predictive-coding
youssef-saaed/Data-Compression-Techniques-From-Scratch
Data compression algorithms implemented from scratch: LZ77, LZ78, Huffman (Standard & Adaptive), Vector Quantization, Image DPCM.
Language: Java - Size: 13.1 MB - Last synced at: about 3 hours ago - Pushed at: about 4 hours ago - Stars: 0 - Forks: 0
LanaSina/evolutionary_illusion_generator
EIGen: Evolutionary Illusion Generator, based on predictive coding.
Language: Python - Size: 5.35 MB - Last synced at: about 10 hours ago - Pushed at: about 11 hours ago - Stars: 57 - Forks: 5
NACLab/ngc-learn
NGC-Learn: Neurobiological Systems Design and Simulation in Python
Language: Python - Size: 79.9 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 148 - Forks: 30
ComputationalPsychiatry/pyhgf
PyHGF: A neural network library for predictive coding
Language: Python - Size: 961 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 74 - Forks: 21
C16Mftang/place-cell-pred-coding
Learning grid cells by predictive coding
Language: Jupyter Notebook - Size: 34.5 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 5 - Forks: 0
thebuckleylab/jpc
Flexible Inference for Predictive Coding Networks in JAX.
Language: Python - Size: 2.03 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 32 - Forks: 1
C16Mftang/covariance-learning-PCNs
Recurrent predictive coding networks for associative memory employing covariance learning
Language: Jupyter Notebook - Size: 265 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 6 - 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: 3 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
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
C16Mftang/temporal-predictive-coding
Predictive coding networks for temporal prediction
Language: Python - Size: 55.9 MB - Last synced at: 1 day ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 5
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
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: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 1
andreofner/pyGPC
Generalized Predictive Coding in Torch
Language: Python - Size: 40.4 MB - Last synced at: 24 days ago - Pushed at: about 1 year ago - Stars: 8 - Forks: 3
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
andreofner/PredProp
Approximate Natural Gradient Descent with precision weighted predictive coding
Language: Python - Size: 6.84 KB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0
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
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: 12 months ago - Pushed at: 12 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: 4 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0
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
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
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
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
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
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
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: over 1 year ago - Stars: 2 - 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
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
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
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: almost 2 years ago - Pushed at: over 2 years ago - Stars: 4 - 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: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - 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
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
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: about 5 years ago - Stars: 5 - Forks: 0
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
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: almost 7 years ago - Stars: 0 - Forks: 1