Simulations with universal machine-learned and polarizable force fields reproduce the known electrolyte dependence of SEI chemistry, with fluorinated solvents yielding LiF-rich interphases.
UMA: A family of universal models for atoms
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cond-mat.mtrl-sci 1years
2026 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Predictive Simulation of Interphases on Li Metal Surface
Simulations with universal machine-learned and polarizable force fields reproduce the known electrolyte dependence of SEI chemistry, with fluorinated solvents yielding LiF-rich interphases.