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20082026
most citedSchNet - a deep learning architecture for molecules and materials

2.3k citations · 16.8k across the 81 of their papers we have counts for

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23 papers · 1 filter

cond-mat.mtrl-sci2026

Performance of Tkatchenko-Scheffler Dispersion Method with Updated van der Waals Radii: Importance for Alkali-Containing Systems

Aaron M. Schankler, Ruyi Song, Sampreeti Bhattacharya +5

The Tkatchenko-Scheffler (TS) pairwise method to calculate dispersion interactions is a widely used approach to incorporate missing long-range van der Waals contributions in semilo…

cond-mat.mtrl-sci2025★ 8 cited

Roadmap on Advancements of the FHI-aims Software Package

Joseph W. Abbott, Carlos Mera Acosta, Alaa Akkoush +203

Electronic-structure theory is the foundation of the description of materials including multiscale modeling of their properties and functions. Obviously, without sufficient accurac…

cond-mat.mtrl-sci2023★ 21 cited

Anisotropic Interlayer Force Field for Group-VI Transition Metal Dichalcogenides

Wenwu Jiang, Reut Sofer, Xiang Gao +5

An anisotropic interlayer force field that describes the interlayer interactions in homogeneous and heterogeneous interfaces of group-VI transition metal dichalcogenides (MX2 where…

cond-mat.mtrl-sci2021★ 26 cited

Colossal Atomic Force Response in van der Waals Materials Arising From Electronic Correlations

Paul Hauseux, Alberto Ambrosetti, Stéphane P. A. Bordas +1

Understanding static and dynamic phenomena in complex materials at different length scales requires reliably accounting for van der Waals (vdW) interactions, which stem from long-r…

cond-mat.mtrl-sci2021★ 76 cited

BIGDML: Towards Exact Machine Learning Force Fields for Materials

Huziel E. Sauceda, Luis E. Gálvez-González, Stefan Chmiela +3

Machine-learning force fields (MLFF) should be accurate, computationally and data efficient, and applicable to molecules, materials, and interfaces thereof. Currently, MLFFs often…

cond-mat.mtrl-sci2019★ 80 cited

Mechanical and Tribological Properties of Layered Materials Under High Pressure: Assessing the Importance of Many-Body Dispersion Effects

Wengen Ouyang, Ido Azuri, Davide Mandelli +4

The importance of many-body dispersion effects in layered materials subjected to high external loads is evaluated. State-of-the-art many-body dispersion density functional theory c…