Min S. Kang

Stable and Scalable Deep Predictive Coding Networks with Meta Prediction Errors

Predictive Coding Networks (PCNs) offer a biologically inspired alternative to conventional deep neural networks. However, their scalability is hindered by severe training instabilities that intensify with network depth. Through dynamical mean-field analyses, we identify two fundamental pathologies…