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…
quant-ph2025
Transversal Fault Tolerant Distributed Quantum Computing Operations
John Stack, Ming Wang, Frank Mueller
Distributed architectures are a route to scalable quantum computing, but the performance of fault-tolerant operations across noisy inter-module links remains poorly characterized.…