2026
Stable and Scalable Deep Predictive Coding Networks with Meta Prediction Errors
ICLR 2026poster
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…