Searching the space of materials.

GNoME used graph networks to search for energetically favorable crystal structures.

Experimental · source published 2023-11-29

The human problem

The space of possible inorganic materials is enormous.

Candidate materials are evaluated with expensive calculations and experiments.

Graph networks guided computational screening.

The study greatly expanded the set of predicted stable structures.

A resource of candidates for materials researchers.

Predicted stability does not establish synthesizability, novelty, or practical usefulness.

Validate candidates through careful synthesis and characterization.

Source history & evidence assessment

Legacy source check; no named human reviewer is recorded in this projection.

Maturity describes the tested or operational setting. Confidence describes support for the particular claim; one does not determine the other.

Institutions: Google DeepMind

Editorial connections between distinct settings and results; these links do not imply replication.

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