The Propagation Field: A Geometric Substrate Theory of Deep Learning
arXiv:2605.08529v1 Announce Type: new
Abstract: Modern deep learning treats neural networks primarily as endpoint functions from inputs to outputs. Inspired by the shift from force to geometry in physics, we ask whether a network should instead be und…