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20102026
most citedRecent Advances and Applications of Deep Learning Methods in Materials Science

1.2k citations

Showing 2020 · cond-mat.mtrl-sciShow all

7 papers · 2 filters

cond-mat.mtrl-sci2020★ 104 cited

Magnon-phonon hybridization in quasi-2D antiferromagnet MnPSe

Thuc T. Mai, K. F. Garrity, A. McCreary +5

Magnetic excitations in van der Waals (vdW) materials, especially in the two-dimensional (2D) limit, are an exciting research topic from both the fundamental and applied perspectiv…

cond-mat.mtrl-sci2020★ 62 cited

Coulombically-stabilized oxygen hole polarons enable fully reversible oxygen redox

Iwnetim I. Abate, C. Das Pemmaraju, Se Young Kim +10

Stabilizing high-valent redox couples and exotic electronic states necessitate an understanding of the stabilization mechanism. In oxides, whether they are being considered for ene…

cond-mat.mtrl-sci2020★ 16 cited

Faster Exact Exchange in Periodic Systems using Single-precision Arithmetic

John Vinson

Density-functional theory simplifies many-electron calculations by approximating the exchange and correlation interactions with a one-electron operator that is a functional of the…

cond-mat.mtrl-sci2020★ 538 cited

The Joint Automated Repository for Various Integrated Simulations (JARVIS) for data-driven materials design

Kamal Choudhary, Kevin F. Garrity, Andrew C. E. Reid +25

The Joint Automated Repository for Various Integrated Simulations (JARVIS) is an integrated infrastructure to accelerate materials discovery and design using density functional the…

cond-mat.mtrl-sci2020★ 549 cited

On-the-fly Closed-loop Autonomous Materials Discovery via Bayesian Active Learning

A. Gilad Kusne, Heshan Yu, Changming Wu +13

Active learning - the field of machine learning (ML) dedicated to optimal experiment design, has played a part in science as far back as the 18th century when Laplace used it to gu…

cond-mat.mtrl-sci2020★ 12 cited

Fast, efficient, and accurate dielectric screening using a local, real-space approach

John Vinson, Eric L. Shirley

Various many-body perturbation theory techniques for calculating electron behavior rely on {\it W}, the screened Coulomb interaction. Computing {\it W} requires complete knowledge…

cond-mat.mtrl-sci2020★ 22 cited

Topological surface states of MnBiTe at finite temperatures and at domain walls

Kevin F. Garrity, Sugata Chowdhury, Francesca M. Tavazza

MnBiTe has recently been the subject of intensive study, due to the prediction of axion insulator, Weyl semimetal, and quantum anomalous Hall insulator phases, depending on…