Forgotten Layers: How New 2D Materials Were Found express

Original: "Data-driven discovery and rapid, direct synthesis of MXenes"
arXiv:2608.16644v1 · 2026-08-17 · CC BY 4.0 · 1 min
Dozens of unknown materials were hiding in databases — found through computer search and quick chemistry.

In chemistry's storeroom, records of substances no one thought were special gathered dust. It turns out that among them hide 2D materials — thin as a sheet of paper, but strong and with unexpected properties. Scientists ran a computer search through databases, and it pulled out 38 candidates that had not been recognized as 2D before.

2D materials are layers one atom thick. They can be compared to a film that is a hundred thousand times thinner than a human hair.

Five of these materials were recreated in minutes using self-propagating synthesis: the mixture heats itself and turns into the desired substance, like dry firewood bursting into flame from a single match. No external heating is needed — the reaction runs on its own.

Inspired by the found compositions, researchers made 11 more new materials with rare-earth metals: those hiding at the bottom of the periodic table. They turned out to be semiconductors and magnets with different personalities. Now the family of 2D materials is broader, and the search for new ones is faster and cheaper.

Rare-earth metals are not actually that rare: thulium is more abundant in Earth's crust than silver, but it is hard to extract.

Scientists
Paul DiracFred HoyleMargaret BurbidgeWilliam Lawrence BraggMichael Berry
Concepts
machine learning materials nickelate cuprate materials discovery nickelate superconductivity two dimensional material benzene methane xenonnt