automatic differentiation 1hartree-fock 1mean-field theory 1quantum many-body 1solver development 1variational optimization 1
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quant-ph2026★ 2 cited
Compressing multivariate functions with tree tensor networks
Joseph Tindall, E. Miles Stoudenmire, Ryan Levy
Tensor networks are a compressed format for multi-dimensional data. One dimensional tensor networks -- often referred to as tensor trains (TT) or matrix product states (MPS) -- are…
quant-ph2025
Magic of the Well: assessing quantum resources of fluid dynamics data
Antonio Francesco Mello, Mario Collura, E. Miles Stoudenmire +1
We investigate the quantum resource requirements of a dataset generated from simulations of two-dimensional, periodic, incompressible shear flow, aimed at training machine learning…