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Ran Zhao

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#graph neural networks Preprint Sep 2026

Element priors and target support shape chemical transfer in materials graph networks

Target support shifts chemical transfer from reliance on static element relations toward learning from target-containing environments, and freezing the initial element projection preserves most gains in five of six ALIGNN splits.

Ran Zhao, Kang-Ming Li · 0 citations