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19922026
most citedFast and Accurate Modeling of Molecular Atomization Energies with Machine Learning

2.4k citations

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371 papers · 1 filter

cond-mat.mtrl-sci2026

Physics-informed time-series forecasting of perovskite photoluminescence stability

Alexander Wieczorek, Manuel Kober-Czerny, Fábio Lopes +5

Accelerated ageing using elevated temperatures and illumination is one of the most common methods to rapidly study the stability of novel semiconductor materials. However, as the p…

cond-mat.mtrl-sci2026

All-electron Quasiparticle Self-consistent GW for Molecules and Periodic Systems within the Numerical Atomic Orbital Framework

Bohan Jia, Min-Ye Zhang, Ziqing Guan +2

We report an all-electron implementation of the quasiparticle self-consistent GW (QSGW) method for molecular and periodic systems within the framework of numerical atomic orbitals…

cond-mat.mtrl-sci2026★ 1 cited

Low-scaling \textit{GW} calculations of quasi-particle energies for extended systems within the numerical atomic orbital framework

Min-Ye Zhang, Peize Lin, Rong Shi +1

The many-body perturbation theory within the approximation is a widely used method for describing the electronic band structures in real materials. Its application to large-sc…

cond-mat.mtrl-sci2026

Discontinuous character of the ultrafast exciton Mott transition in monolayer WS

Subhadra Mohapatra, Samuel Palato, Nicholas Olsen +2

There are conflicting predictions and reports on the character of the exciton Mott transition (EMT) in monolayer transition metal dichalcogenides. It could be either a discontinuou…

cond-mat.mtrl-sci2025

Valence Modifications in Hygroscopic VI3 Degraded Crystals via Soft X-Ray Synchrotron Radiation

A. De Vita, V. Polewczyk, G. Panaccione +1

Among van der Waals crystals, transition metal trihalide VI3 has driven attention for its magnetic and orbital properties. However, its chemical instability under ambient condition…

cond-mat.mtrl-sci2025

-GaO(001) surface reconstructions from first principles and experiment

Konstantin Lion, Piero Mazzolini, Kingsley Egbo +4

We present a comprehensive investigation of reconstructions on -GaO(001) combining first-principles calculations with experimental observations. Using ab initio atomisti…

cond-mat.mtrl-sci2025★ 4 cited

MC3D: The Materials Cloud computational database of experimentally known stoichiometric inorganics

Sebastiaan P. Huber, Michail Minotakis, Marnik Bercx +7

DFT is a widely used method to compute properties of materials, which are often collected in databases and serve as valuable starting points for further studies. In this article, w…

cond-mat.mtrl-sci2025★ 1 cited

Wrinkle Mediated Phase Transitions in InSe

Joseph L. Spellberg, Lina Kodaimati, Atreyie Ghosh +2

Crystalline phase transitions in two-dimensional materials enable precise control over electronic and ferroic properties, making them attractive materials for memory and energy sto…

cond-mat.mtrl-sci2025

Orbital mixing and strong Hund's coupling stabilize spin order in van der Waals ferromagnet CrI3

Alessandro De Vita, Srdjan Stavrić, Roberto Sant +8

Recent years have seen a vast increase in research into van der Waals magnetic materials. In many of these systems, magnetism is introduced via light 3d-transition metal elements,…

cond-mat.mtrl-sci2025★ 2 cited

Conduction Band Structure and Ultrafast Dynamics of Ferroelectric -GeTe(111)

Geoffroy Kremer, Laurent Nicolaï, Frédéric Chassot +9

-GeTe(111) is a non-centrosymmetric ferroelectric (FE) material for which a significative lattice distortion combined with a strong spin-orbit interaction gives rise to giant Ra…

cond-mat.mtrl-sci2025★ 1 cited

Efficient Band Structure Unfolding with Atom-centered Orbitals: General Theory and Application

Jingkai Quan, Nikita Rybin, Matthias Scheffler +1

Band structure unfolding is a key technique for analyzing and simplifying the electronic band structure of large, internally distorted supercells that break the primitive cell's tr…

cond-mat.mtrl-sci2025★ 2 cited

Efficient Computation of the Long-Range Exact Exchange using an Extended Screening Function

Sebastian Kokott, Volker Blum, Matthias Scheffler

We introduce a computationally efficient screening for the Coulomb potential that also allows calculating approximated long-range exact exchange contributions with an accuracy simi…

cond-mat.mtrl-sci2025★ 74 cited

Roadmap for Photonics with 2D Materials

F. Javier García de Abajo, D. N. Basov, Frank H. L. Koppens +145

Triggered by the development of exfoliation and the identification of a wide range of extraordinary physical properties in self-standing films consisting of one or few atomic layer…

cond-mat.mtrl-sci2025★ 8 cited

Momentum-Resolved Signatures of Carrier Screening Effects on Electron-Phonon Coupling in MoS

Yiming Pan, Patrick-Nigel Hildebrandt, Daniela Zahn +5

Electron-phonon coupling is central to many condensed matter phenomena. Harnessing these effects for novel material functionality in materials always involves non-equilibrium elect…

cond-mat.mtrl-sci2024★ 1 cited

Anomalous frequency scaling of acoustic phonon damping in nickel cavities fabricated by ps-laser delamination

Alba Viejo-Rodríguez, Andrea Rossetti, Marco Gandolfi +9

Single-shot picosecond (ps) laser induced delamination allows for the direct generation of suspended membranes from a continuous metallic film, offering a promising platform for co…

cond-mat.mtrl-sci2024

Bonding states underpinning structural transitions in IrTe observed with micro-ARPES

C. W. Nicholson, M. D. Watson, A. Pulkkinen +6

Competing interactions in low-dimensional materials can produce nearly degenerate electronic and structural phases. We investigate the staircase of structural phase transitions in…

cond-mat.mtrl-sci2024★ 8 cited

Decoupling Many-Body Interactions in CeO2 (111) Oxygen Vacancy Structure: Insights from Machine-Learning and Cluster Expansion

Yujing Zhang, Zhong-Kang Han, Beien Zhu +7

Oxygen vacancies (VO's) are of paramount importance in influencing the properties and applications of ceria (CeO2). Yet, comprehending the distribution and nature of the VO's poses…

cond-mat.mtrl-sci2024★ 2 cited

Element-specific ultrafast lattice dynamics in monolayer WSe2

H. Jung, S. Dong, D. Zahn +8

We study monolayer WSe2 using ultrafast electron diffraction. We introduce an approach to quantitatively extract atomic-site-specific information, providing an element-specific vie…

cond-mat.mtrl-sci2024★ 40 cited

Efficient All-electron Hybrid Density Functionals for Atomistic Simulations Beyond 10,000 Atoms

Sebastian Kokott, Florian Merz, Yi Yao +6

Hybrid density functional approximations (DFAs) offer compelling accuracy for ab initio electronic-structure simulations of molecules, nanosystems, and bulk materials, addressing s…

cond-mat.mtrl-sci2023★ 17 cited

Berry Curvature Signatures in Chiroptical Excitonic Transitions

Samuel Beaulieu, Shuo Dong, Viktor Christiansson +10

The topology of the electronic band structure of solids can be described by its Berry curvature distribution across the Brillouin zone. We theoretically introduce and experimentall…

cond-mat.mtrl-sci2023★ 7 cited

Carrier-Density Control of the Quantum-Confined 1-TiSe Charge-Density-Wave

T. Jaouen, A. Pulkkinen, M. Rumo +9

Using angle-resolved photoemission spectroscopy, combined with first principle and coupled self-consistent Poisson-Schrödinger calculations, we demonstrate that potassium (K) atoms…

cond-mat.mtrl-sci2023★ 12 cited

A Hybrid-DFT Study of Intrinsic Point Defects in (=Mo, W; =S, Se) Monolayers

Alaa Akkoush, Yair Litman, Mariana Rossi

Defects can strongly influence the electronic, optical and mechanical properties of 2D materials, making defect stability under different thermodynamic conditions crucial for mater…

cond-mat.mtrl-sci2023★ 18 cited

Stress and heat flux via automatic differentiation

Marcel F. Langer, J. Thorben Frank, Florian Knoop

Machine-learning potentials provide computationally efficient and accurate approximations of the Born-Oppenheimer potential energy surface. This potential determines many materials…

cond-mat.mtrl-sci2023★ 12 cited

Operando Characterization and Molecular Simulations Reveal the Growth Kinetics of Graphene on Liquid Copper during Chemical Vapor Deposition

Valentina Rein, Hao Gao, Hendrik H. Heenen +10

In recent years, liquid metal catalysts have emerged as a compelling choice for the controllable, large-scale, and high-quality synthesis of two-dimensional materials. At present,…