activity
20242026
most citedMAD-SURF: a machine learning interatomic potential for molecular adsorption on coinage metal surfaces

1 citations · 1 across the 2 of their papers we have counts for

collaborators

7 papers

cond-mat.mtrl-sci2026

Automated structure discovery for Tip Enhanced Raman Spectroscopy

Harshit Sethi, Markus Junttila, Orlando J Silveira +1

Tip-Enhanced Raman Spectroscopy (TERS) provides nanoscale chemical fingerprints alongside high-resolution topographic mapping of molecules, offering a powerful tool for materials d…

cond-mat.mtrl-sci20261 cited

MAD-SURF: a machine learning interatomic potential for molecular adsorption on coinage metal surfaces

Manuel González Lastre, Joakim S. Jestilä, Rubén Pérez +1

Predicting how organic molecules adsorb, assemble, and interact on metal surfaces is central to surface chemistry and molecular electronics, particularly in the context of interpre…

cond-mat.mtrl-sci2025

Improving atomic force microscopy structure discovery via style-translation

Jie Huang, Niko Oinonen, Fabio Priante +4

Atomic force microscopy (AFM) is a key tool for characterising nanoscale structures, with functionalised tips now offering detailed images of the atomic structure. In parallel, AFM…

cond-mat.mtrl-sci2024

Precise large-scale chemical transformations on surfaces: deep learning meets scanning probe microscopy with interpretability

Nian Wu, Markus Aapro, Joakim S. Jestilä +9

Scanning Probe Microscopy (SPM) techniques have shown great potential in fabricating nanoscale structures endowed with exotic quantum properties achieved through various manipulati…

cond-mat.mtrl-sci2024

Direct imaging of carbohydrate stereochemistry

Shuning Cai, Joakim S. Jestilä, Joakim S. Jestilä +2

Carbohydrates, essential biological building blocks, exhibit functional mechanisms tied to their intricate stereochemistry. Subtle stereochemical differences, such as those between…

cond-mat.supr-con2024

Emergence of Exotic Spin Texture in Supramolecular Metal Complexes on a 2D Superconductor

Viliam Vaňo, Stefano Reale, Orlando J. Silveira +11

Designer heterostructures, where the desired physics emerges from the controlled interactions between different components, represent one of the most powerful strategies to realize…