3 papers
hep-ph2025
Differentiable Principal-Value Inversion for Neural-Network Extraction of Generalized Parton Distributions
Dima Watkins, Ishara Fernando, Dustin Keller
We present a machine-learning method for the nonparametric extraction of generalized parton distributions (GPDs) from Compton form factors (CFFs) constrained by experimental data.…
nlin.CD2025
Hyperchaos and complex dynamical regimes in -dimensional neuron lattices
Brandon B. Le, Dima Watkins
We study the dynamics of -dimensional lattices of nonchaotic Rulkov neurons coupled with a flow of electrical current. We consider both nearest-neighbor and next-nearest-neighbo…
hep-ph2024
Baryon number violation involving tau leptons
Julian Heeck, Dima Watkins
Baryon number violation is our most sensitive probe of physics beyond the Standard Model, especially through the study of nucleon decays. Angular momentum conservation requires a l…