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JAX-ReaxFF: A Gradient-Based Framework for Fast Optimization of Reactive Force Fields

Authors: Mehmet Cagri Kaymak; Ali Rahnamoun; Kurt A. O’Hearn; Adri C. T. van Duin; Kenneth M. Merz; Hasan Metin Aktulga;

JAX-ReaxFF: A Gradient-Based Framework for Fast Optimization of Reactive Force Fields

Abstract

We describe the JAX-ReaxFF software which is a novel gradient-based framework for fast optimization of parameter sets for reactive force fields, specifically the Reax Force Field.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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