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19932026
most citedSchNet - a deep learning architecture for molecules and materials

2.3k citations

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140 papers · 1 filter

cond-mat.mtrl-sci2026★ 31 cited

Artificial Intelligence in Materials Science and Engineering: Current Landscape, Key Challenges, and Future Trajectorie

Iman Peivaste, Salim Belouettar, Francesco Mercuri +15

Artificial Intelligence is rapidly transforming materials science and engineering, offering powerful tools to navigate complexity, accelerate discovery, and optimize material desig…

cond-mat.mtrl-sci2025★ 2 cited

Electronic and optical properties of native point defects in CuInS and CuGaS

Henry Phillip Fried, Daniel Barragan-Yani, Ludger Wirtz

We present a detailed study of common intrinsic defects in CuInS and CuGaS using the Heyd, Scuseria and Ernzerhof (HSE) hybrid functional scheme. The impact of the two HSE…

cond-mat.mtrl-sci2025

An underdog story: Re-emergence of a polar instability at high pressure in KNbO3

Mohamad Baker Shoker, Sitaram Ramakrishnan, Boris Croes +12

Ferroelectricity in perovskites is known to be suppressed by a moderate hydrostatic pressure. The notion that a polar instability should reappear in a higher pressure regime is wel…

cond-mat.mtrl-sci2025

Extrinsic nature of the polarization in hafnia ferroelectrics

Binayak Mukherjee, Natalya S. Fedorova, Jorge Íñiguez-González

Hafnia and related fluorites defy our understanding of ferroelectricity, even if we restrict ourselves to the intrinsic properties of ideal crystals. Here we focus on a critical pu…

cond-mat.mtrl-sci2025★ 1 cited

Guidelines for the optimization of hafnia-based ferroelectrics through superlattice engineering

Johanna van Gent, Binayak Mukherjee, Ewout van der Veer +5

Hafnia-based ferroelectrics are revolutionizing the data storage industry and the field of ferroelectrics, with improved materials and devices being reported monthly. However, full…

cond-mat.mtrl-sci2025★ 4 cited

Sodium induced beneficial effects in wide bandgap Cu(In,Ga)S2 solar cell with 15.7% efficiency

Arivazhagan Valluvar Oli, Kulwinder Kaur, Michele Melchiorre +10

This study underscores the pivotal role of sodium (Na) supply in optimizing the optoelectronic properties of wide bandgap (~1.6 eV) Cu(In,Ga)S2 (CIGS) thin film absorbers for high…