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20152026
most citedCrystal Structure Representations for Machine Learning Models of Formation Energies

20 citations · 28 across the 10 of their papers we have counts for

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23 papers · 1 filter

cond-mat.mtrl-sci2026

Prescreening Point Defects in Semiconductors With Machine Learning

Paul Karlsson, Joel Davidsson, Rickard Armiento

High-throughput calculations using density-functional theory (DFT) are commonly used to explore point defects for applications in power electronics and quantum technologies. There…

cond-mat.mtrl-sci2026

Large spin splitting metallic altermagnets from machine-learned design rules

Ali Sufyan, Brahim Marfoua, J. Andreas Larsson +2

Altermagnets combine compensated magnetic order with momentum-dependent spin splitting, providing spin-polarized electronic states without a net magnetization. Metallic -wave al…

cond-mat.mtrl-sci2026

Color Centers in Cubic Boron Nitride

William Stenlund, Joel Davidsson, Viktor Ivády +2

Cubic boron nitride (c-BN) is a wide-bandgap semiconductor (WBGS) with potential applications in both power electronics and quantum technologies. Color centers in WBGS can be used…

cond-mat.mtrl-sci2026

Symmetry-restricted energy landscapes as a benchmark for machine learned interatomic potentials

Abhijith S Parackal, Rickard Armiento, Florian Trybel

Machine learned interatomic potentials (MLIPs) are becoming a standard method for DFT-level accurate molecular dynamics simulation and large-scale studies of crystal energetics. In…

cond-mat.mtrl-sci2026

Screening 39 billion protostructures for materials discovery

Abhijith S Parackal, Florian Trybel, Felix Andreas Faber +1

Large-scale computational surveys are increasingly used to map the landscape of stable crystalline materials. We report a high-throughput energy screening of inorganic crystals tha…

cond-mat.mtrl-sci2025

High-Throughput Quantification of Altermagnetic Band Splitting

Ali Sufyan, Brahim Marfoua, J. Andreas Larsson +2

Altermagnetism represents a recently established class of collinear magnetism that combines zero net magnetization with momentum-dependent spin polarization, enabled by symmetry co…