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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…
physics.comp-ph2026
Measuring qualitative change: A variational score for tracking dynamical shifts in partial differential equations
Joseph J. Pollacco, Jonathan Wong, Navonil Neogi +2
Partial differential equations (PDEs) regulate the behaviour of countless spatiotemporal systems in the physical and life sciences. In many cases, they encode the coupling between…