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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★ 2 cited
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…