Deep Local Predictive Coding Network (Local PCN) implemented with Chainer
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Updated
Aug 1, 2018 - Python
Deep Local Predictive Coding Network (Local PCN) implemented with Chainer
Deep Predictive Coding Network (PredNet) implemented with Chainer
Predictive Coding in the Visual Cortex: a Functional Interpretation of Some Extra-classical Receptive-field Effects
Research of a deep predictive coding model for unsupervised representation learning from video and audio data.
Predictive Coding (Rao & Ballard, 1999) Model
Models for predicting fMRI data associated with the Algonauts 2021 challenge (http://algonauts.csail.mit.edu).
neural representations of Hebbian Predictive Coding network in visual classification and generalisation
Code implementation for the paper "Relating Human Perception of Musicality to Prediction in a Predictive Coding Model"
Biologically plausible learning in visco-elastic materials: energy-based model (EBM) approach to learning based on prospective configuration.
Implementation/simulation of the predictive forward-forward credit assignment algorithm for training neurobiologically-plausible recurrent neural network models.
Regularization in Predictive Coding Networks; investigate the impact of dropout and several initializations on generalization capabilities
Code from paper High-throughput Onboard Hyperspectral Image Compression with Ground-based CNN Reconstruction
A predictive coding neural network to learn invariant representations from short video clips
Recurrent predictive coding networks for associative memory employing covariance learning
Precision estimation and second-order prediction errors in cortical circuits
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
Redirect repo for the paper " Continual Learning of Recurrent Neural Networks by Locally Aligning Distributed Representations"
Implementation of Neural Generative Coding
predictive coding-based RL. both Active Neural Generative Coding and Prospective Configuration
Implementation/simulation of active neural generative coding (ANGC) for training neurobiologically-plausible active inference agent models.
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