UniField fuses discrete atomic graphs with continuous electron density fields via RBF guidance in an SE(3)-equivariant multimodal model, reporting new SOTA results on QM9-ED, QMugs-ED, and ED5-OE benchmarks with gains up to 37%.
A quantum theory of molecular structure and its applications
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2026 2verdicts
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Hydrogen trapping at the α-Al2O3(0001)/Fe(110) interface is concentration-dependent and reduces cleavage energy until it becomes negative at high concentrations, predicting spontaneous decohesion.
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UniField: RBF-Guided Electron Density Fusion for Enhanced Molecular Representations
UniField fuses discrete atomic graphs with continuous electron density fields via RBF guidance in an SE(3)-equivariant multimodal model, reporting new SOTA results on QM9-ED, QMugs-ED, and ED5-OE benchmarks with gains up to 37%.
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Hydrogen trapping and interfacial decohesion at the {\alpha}-Al2O3(0001)/Fe(110) interface
Hydrogen trapping at the α-Al2O3(0001)/Fe(110) interface is concentration-dependent and reduces cleavage energy until it becomes negative at high concentrations, predicting spontaneous decohesion.