4 papers
Parametric Matrix Models for Emulation in Nuclear and Many-Body Physics
Patrick Cook
Progress in nuclear and many-body physics today is predicated on the ability to solve large-scale, strongly correlated quantum many-body problems. As the theoretical models become…
PMM-IMSRG emulator for the nuclear equation of state with quantified uncertainties
Patrick Cook, Kang Yu, Christian Drischler +1
We introduce a hybrid emulator for in-medium similarity renormalization group (IMSRG) calculations of nuclear matter, based on chiral nucleon-nucleon and three-nucleon interactions…
Non-equilibrium critical scaling and universality in a quantum simulator
Arinjoy De, Patrick Cook, Mostafa Ali +8
Universality and scaling laws are hallmarks of equilibrium phase transitions and critical phenomena. However, extending these concepts to non-equilibrium systems is an outstanding…
Parametric Matrix Models
Patrick Cook, Danny Jammooa, Morten Hjorth-Jensen +2
We present a general class of machine learning algorithms called parametric matrix models. In contrast with most existing machine learning models that imitate the biology of neuron…