Spatial Signatures of Electron Correlation in Least-Squares Tensor Hyper-Contraction
Least Squares Tensor Hypercontraction (LS-THC) has received some attention in recent years as an approach to reduce the significant computational costs of wavefunction based methods in quantum chemistry. However, previous work has demonstrated that the LS-THC factorization performs disproportionatel...
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Main Authors | , , , |
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Format | Journal Article |
Language | English |
Published |
21.09.2024
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Subjects | |
Online Access | Get full text |
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Summary: | Least Squares Tensor Hypercontraction (LS-THC) has received some attention in
recent years as an approach to reduce the significant computational costs of
wavefunction based methods in quantum chemistry. However, previous work has
demonstrated that the LS-THC factorization performs disproportionately worse in
the description of wavefunction components (e.g. cluster amplitudes
$\hat{T}_2$) than Hamiltonian components (e.g. electron repulsion integrals
$(pq|rs)$). This work develops novel theoretical methods to study the source of
these errors in the context of the real-space $\hat{T}_2$ kernel, and reports,
for the first time, the existence of a "correlation feature" in the errors of
the LS-THC representation of the "exchange-like" correlation energy $E_X$ and
$\hat{T}_2$ that is remarkably consistent across ten molecular species, three
correlated wavefunctions, and four basis sets. This correlation feature
portends the existence of a "pair-point kernel" missing in the usual LS-THC
representation of the wavefunction, which critically depends upon pairs of grid
points situated close to atoms and with inter-pair distances between one and
two Bohr radii. These findings point the way for future LS-THC developments to
address these shortcomings. |
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DOI: | 10.48550/arxiv.2409.14018 |