3 papers
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…
hep-th2026
Wilson lines with endpoints in 3d CFT
Nabil Iqbal, Navonil Neogi
In Abelian gauge theories with dynamical matter, Wilson lines can end on the insertions of charged fields. We study the endpoints of Wilson lines in large bosonic QED. at i…