Spin-informed universal graph neural networks for simulating magnetic ordering

This journal contribution is published Open Access by the publisher. Follow the DOI link to retrieve a copy of the full text. The computational resources provided by the National Energy Research Scientific Computing Center, a US Department of Energy Office of Science User Facility located at Lawrence Berkeley National Laboratory, operated under Contract No. DE-AC02-05CH11231. R.Y.S. and J.R.K. were supported by the Army Research Office project Award W911NF2010188. Portions of the paper were developed from the thesis of R.Y.S.,K.R. and J.R.K. designed research; W.X., R.Y.S., A.K., and B.D. performed research; W.X., R.Y.S., and P.H. analyzed data; and W.X., P.H., S.F., K.R., and J.R.K. wrote the paper.,The authors declare no competing interest.