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20192026
most citedPerformance Assessment of Universal Machine Learning Interatomic Potentials: Challenges and Directions for Materials' Surfaces

112 citations · 557 across the 18 of their papers we have counts for

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cond-mat.mtrl-sci2026

Cross-Geometry Transferability Assessment of Universal Machine Learning Interatomic Potentials: From Bulk Materials to Atomic Nanowires

Pedro H. M. Zanineli, Bruno Focassio, Gabriel R. Schleder

Foundation machine-learning interatomic potentials (MLIPs) enable atomistic simulations at substantially lower computational cost than first-principles methods, but their reliabili…

cond-mat.mtrl-sci2026

Heterogeneous Molecular Signatures of Human Odor Perception

P. Zanineli, E. V. C. Lopes, G. R. Schleder +3

Understanding how molecular structure gives rise to odor perception remains a long-standing challenge, with ongoing debate over whether olfaction is primarily governed by molecular…

cond-mat.mtrl-sci2024★ 112 cited

Performance Assessment of Universal Machine Learning Interatomic Potentials: Challenges and Directions for Materials' Surfaces

Bruno Focassio, Luis Paulo Mezzina Freitas, Gabriel R. Schleder

Machine learning interatomic potentials (MLIPs) are one of the main techniques in the materials science toolbox, able to bridge ab initio accuracy with the computational efficiency…

cond-mat.mtrl-sci2023★ 11 cited

One-Dimensional Moiré Physics and Chemistry in Heterostrained Bilayer Graphene

Gabriel R. Schleder, Michele Pizzochero, Efthimios Kaxiras

Twisted bilayer graphene (tBLG) has emerged as a promising platform to explore exotic electronic phases. However, the formation of moiré patterns in tBLG has thus far been confined…

cond-mat.mtrl-sci2022★ 17 cited

Domain-dependent surface adhesion in twisted few-layer graphene: Platform for moiré-assisted chemistry

Valerie Hsieh, Dorri Halbertal, Nathan R. Finney +13

Twisted van der Waals multilayers are widely regarded as a rich platform to access novel electronic phases, thanks to the multiple degrees of freedom such as layer thickness and tw…

cond-mat.mtrl-sci2022★ 32 cited

Twistronics of Janus transition metal dichalcogenide bilayers

Mattia Angeli, Gabriel R. Schleder, Efthimios Kaxiras

Twisted multilayers of two-dimensional (2D) materials are an increasingly important platform for investigating quantum phases of matter, and in particular, strongly correlated elec…