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hep-th2026
Information Spreading in Diffusion Models from Effective Field Theory
Navonil Neogi, Nabil Iqbal
We study score-matching diffusion models with a convolutional architecture. We argue that the inductive bias of locality means that the machinery of effective field theory from phy…
cs.LG2026
Spontaneous symmetry breaking and Goldstone modes for deep information propagation
Nabil Iqbal, T. Anderson Keller, Yue Song +2
In physical systems, whenever a continuous symmetry is spontaneously broken, the system possesses excitations called Goldstone modes, which allow coherent information propagation o…