A VGG10 predictive coding network is trained on ImageNet via equilibrium propagation to 13.23% top-5 error, close to the 12.2% backpropagation baseline, marking the first such demonstration at this scale.
Near-equilibrium propagation training in nonlinear wave systems.arXiv preprint arXiv:2510.16084,
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Training a Predictive Coding Network on ImageNet using Equilibrium Propagation
A VGG10 predictive coding network is trained on ImageNet via equilibrium propagation to 13.23% top-5 error, close to the 12.2% backpropagation baseline, marking the first such demonstration at this scale.