Papers

MAX phase paper out in J. Mater. Chem. C
Jamie Swaine’s bachelor’s project, which I mentored, is now a paper on MAX phases.
Jul 2026
Paper
Six open questions in MLIP foundation models
A group perspective on foundation machine-learned interatomic potentials, now on arXiv.
Jun 2026
arXiv
CrystaLLM-π preprint is out
Property-conditioned transformers for crystal discovery and structure recovery, now on arXiv.
Nov 2025
arXiv