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About this paper

Erh-Wei Sheng, Beom Seok Kang, Yuchao Lin, Danish Khan, Anima Anandkumar

eSpinor predicts crystal-field coefficients for molecular geometries by propagating half-integer spinor features through message passing and contracting them into physical predictions. For the Dy(III) PARASHIFT probe, its real electron-spin correlation error at 8,000 training geometries is 0.553%, versus 1.140% for NequIP+H, against CASSCF-SO. This advantage is specific to the evaluated real correlation; imaginary correlations and fitted decay parameters do not rank the models likewise.

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