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Fermilab Theory Seminars

Neural quantum states for complex many-body systems - *PLEASE NOTE LOCATION*

by Alessandro Lovato (Argonne National Laboratory)

US/Central
Hornet's Nest - WH8X (Wilson Hall)

Hornet's Nest - WH8X

Wilson Hall

Description

Artificial neural networks have proven to be a flexible tool to compactly represent quantum many-body states in condensed matter, chemistry, and nuclear physics problems, where non-perturbative interactions are prominent. In this talk, I will focus on neural quantum states suitable to solve the many-body Schrödinger equation in a systematically improvable fashion. Because of their favorable polynomial computational cost in the number of particles, neural quantum states enable quantum Monte Carlo calculations of medium-mass nuclei. Applications to their dynamics, relevant for microscopic calculations of neutrino-nucleus scattering, will be discussed.