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Nature Machine Intelligence, Published online: 23 October 2026; doi:10.1038/s42256-026-01326-5

Li et al. introduce EdenGNN-Uni, a universal charge density model for the periodic table that is over an order of magnitude faster than some existing methods, facilitating efficient and accurate electronic structure calculations of materials.

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