Highway error propagation augments predictive coding with feedback matrices V to deliver depth-independent error corrections, allowing effective training of 128-layer MLPs while preserving local synaptic updates.
Hierarchy or heterarchy? a theory of long-range connections for the sensorimotor brain.arXiv preprint arXiv:2507.05888(2025)
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Error Highways: Scaling Predictive Coding to Very Deep Networks
Highway error propagation augments predictive coding with feedback matrices V to deliver depth-independent error corrections, allowing effective training of 128-layer MLPs while preserving local synaptic updates.