64 citations · 88 across the 8 of their papers we have counts for
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physics.chem-ph2023
Physics-inspired Equivariant Descriptors of Non-bonded Interactions
Kevin K. Huguenin-Dumittan, Philip Loche, Ni Haoran +1
One essential ingredient in many machine learning (ML) based methods for atomistic modeling of materials and molecules is the use of locality. While allowing better system-size sca…
cond-mat.soft2023★ 4 cited
Dielectric properties of aqueous electrolytes at the nanoscale
Maximilian R. Becker, Philip Loche, Douwe Jan Bonthuis +3
Despite the ubiquity of aqueous electrolytes, the effect of salt on water organization remains controversial. We introduce a nonlocal and nonlinear field theory for the nanoscale p…