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20242026
most citedMachine-learning interatomic potentials from a users perspective: A comparison of accuracy, speed and data efficiency

24 citations · 39 across the 8 of their papers we have counts for

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cond-mat.mtrl-sci2026

Controlling nitrogen incorporation in (Eu,Ba,Ca)TiO-derived perovskite-type oxynitrides through Fermi Level Engineering

Margarida Barroso, Marie Neumann, Rachele Sciotto +16

Defect states directly influence not only functional properties, but also oxynitride formation during ammonolysis. Along with structural stability and charge balance, these defects…

cond-mat.mtrl-sci2026

Electron Polaron at Neutral 180 Domain Wall in PbTiO: Stability, Trapping Energies, and Transverse Polarization

Mohammad Amirabbasi, Jochen Rohrer, Karsten Albe

We use density-functional theory with a Hubbard correction to investigate Ti-centered electron polarons at neutral PbO-centered domain walls in tetragonal PbTiO.…

cond-mat.mtrl-sci2026

Why hole polaron formation on oxygen is limiting the Fermi level in Fe acceptor doped BaTiO under oxidizing conditions

Mohammad Amirabbasi, Emre Erdem, Denis Sudarikov +3

Oxidizing Fe-doped BaTiO is commonly expected to convert substitutional Fe acceptors into formal Fe centers. Yet, the experimentally accessible picture based on e…

cond-mat.mtrl-sci2026

First-principles investigation of small polarons in rhombohedral NaNbO

Mohammad Amirabbasi, Lorenzo Villa, Elaheh Ghorbani +2

Sodium niobate (NaNbO) is a perovskite oxide and a key component of emerging lead-free antiferroelectric capacitors for high-energy-density applications. However, its perform…

cond-mat.mtrl-sci2026

Chemo-mechanical coupling stabilizes mixed solar-cell absorbers: Insights from Monte-Carlo simulations assisted by ab initio informed machine-learning potentials

Vasilios Karanikolas, Delwin Perera, Linus Erhard +2

Alloying Ag into Cu(In,Ga)Se has enabled record solar-cell efficiencies (), yet their long-term stability remains in question because initio calculations predict a…

cond-mat.mtrl-sci2026

How semiconducting are ferroelectrics: The fundamental, optical and transport gaps of NaBiTiO-BaTiO and NaNbO

Pengcheng Hu, Nicole Bein, Chinmay Chandan Parhi +7

The energy gap is a fundamental property of materials, directly related to their optical and electronic properties. The energy gap of ferroelectric compounds and its adjustment by…