PC 预测编码 论文

Predictive Coding(PC)的一些论文

1.PC和Backpropagation(BP)等价, PC的代价函数
-An approximation of the error backpropagation algorithm in a predictive coding network with local hebbian synaptic plasticity
-Development of low entropy coding in a recurrent network.

2.单层PC和AutoEncoder, spare coding, SVD等价, PC内含的代价函数
-Development of low entropy coding in a recurrent network.
-Redundancy reduction of a Gabor representation: a possible computational role for feedback from primary visual cortex to lateral geniculate nucleus
-Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects.
-Sparse Coding with an Overcomplete Basis Set: A Strategy Employed by V1?

3.PC和bayesian inference的关联
-A tutorial on the free-energy framework for modelling perception and learning
-Bayesian Computation in Recurrent Neural Circuits
-Perception as an Inference Problem

http://tmp.link/f/5b77997c0eb37  以上论文下载

https://coxlab.github.io/prednet/   预测编码 视频预测  做vid2vid的时候调研到过

Representation Learning with Contrastive Predictive Coding https://arxiv.org/pdf/1807.03748.pdf

https://arxiv.org/pdf/1802.04762.pdf 

Deep Predictive Coding Network for Object Recognition

https://www.biorxiv.org/content/early/2018/03/07/278218.full.pdf+html 

https://openreview.net/pdf?id=Hy8hkYeRb

A Deep Predictive Coding Network for Learning Latent Representations