A Hitchhiker's Guide to Geometric GNNs for 3D Atomic Systems

A Duval, SV Mathis, CK Joshi, V Schmidt… - arXiv preprint arXiv …, 2023 - arxiv.org
Recent advances in computational modelling of atomic systems, spanning molecules,
proteins, and materials, represent them as geometric graphs with atoms embedded as …

The Structure of 2,6-Di-tert-butylphenol–Argon by Rotational Spectroscopy

W Li, A Maris, S Melandri, A Lesarri, L Evangelisti - Molecules, 2023 - mdpi.com
The molecular structure of a van der Waals-bonded complex involving 2, 6-di-tert-
butylphenol and a single argon atom has been determined through rotational spectroscopy …

Spiers Memorial Lecture: How to do impactful research in artificial intelligence for chemistry and materials science

AH Cheng, CT Ser, M Skreta, A Guzmán-Cordero… - Faraday …, 2025 - pubs.rsc.org
Machine learning has been pervasively touching many fields of science. Chemistry and
materials science are no exception. While machine learning has been making a great …

Large property models: a new generative machine-learning formulation for molecules

T Jin, V Singla, HH Hsu, BM Savoie - Faraday Discussions, 2025 - pubs.rsc.org
Generative models for the inverse design of molecules with particular properties have been
heavily hyped, but have yet to demonstrate significant gains over machine-learning …

Stiefel Flow Matching for Moment-Constrained Structure Elucidation

A Cheng, A Lo, KLK Lee, S Miret… - arXiv preprint arXiv …, 2024 - arxiv.org
Molecular structure elucidation is a fundamental step in understanding chemical
phenomena, with applications in identifying molecules in natural products, lab syntheses …

[HTML][HTML] Exploring the conformational landscape through rotational spectroscopy and computational modelling: The tunneling dynamics in 2, 6-diethylphenol

M Juanes, L Paoloni, W Li, A Picón, S Melandri… - … Acta Part A: Molecular …, 2025 - Elsevier
Phenol and some of its derivatives exhibit interesting tunneling motions consisting of two
groups of transitions separated by a few hundred MHz. Recently, one of its derivatives, 2, 6 …

Generative diffusion model for surface structure discovery

N Rønne, A Aspuru-Guzik, B Hammer - arXiv preprint arXiv:2402.17404, 2024 - arxiv.org
We present a generative diffusion model specifically tailored to the discovery of surface
structures. The generative model takes into account substrate registry and periodicity by …

Twins in rotational spectroscopy: Does a rotational spectrum uniquely identify a molecule?

M Schwarting, NA Seifert, MJ Davis, B Blaiszik… - arXiv preprint arXiv …, 2024 - arxiv.org
Rotational spectroscopy is the most accurate method for determining structures of molecules
in the gas phase. It is often assumed that a rotational spectrum is a unique" fingerprint" of a …