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

1.2k citations

Showing cond-mat.mtrl-sciShow all

87 papers · 1 filter

cond-mat.mtrl-sci2025★ 13 cited

DiffractGPT: Atomic Structure Determination from X-ray Diffraction Patterns using Generative Pre-trained Transformer

Kamal Choudhary

Crystal structure determination from powder diffraction patterns is a complex challenge in materials science, often requiring extensive expertise and computational resources. This…

cond-mat.mtrl-sci2025★ 2 cited

Assembly of High-Performance van der Waals Devices Using Commercial Polyvinyl Chloride Films

Son T. Le, Jeffrey J. Schwartz, Tsegereda K. Esatu +5

Control over the position, orientation, and stacking order of two-dimensional (2D) materials within van der Waals heterostructures is crucial for applications in electronics, spint…

cond-mat.mtrl-sci2025★ 203 cited

A practical guide to machine learning interatomic potentials -- Status and future

Ryan Jacobs, Dane Morgan, Siamak Attarian +27

The rapid development and large body of literature on machine learning interatomic potentials (MLIPs) can make it difficult to know how to proceed for researchers who are not exper…

cond-mat.mtrl-sci2025★ 11 cited

The JARVIS Infrastructure is All You Need for Materials Design

Kamal Choudhary

The Joint Automated Repository for Various Integrated Simulations (JARVIS) is a unified platform for multiscale, multimodal, forward, and inverse materials design. It integrates di…

cond-mat.mtrl-sci2025★ 5 cited

Intrinsic Direct Air Capture

Austin McDannald, Daniel W. Siderius, Brian DeCost +2

We present new metrics to evaluate solid sorbent materials for Direct Air Capture (DAC). These new metrics provide a theoretical upper bound on CO2 captured per energy as well as a…

cond-mat.mtrl-sci2024★ 11 cited

Revealing the Origin and Nature of the Buried Metal-Substrate Interface Layer in Ta/Sapphire Superconducting Films

Aswin kumar Anbalagan, Rebecca Cummings, Chenyu Zhou +14

Despite constituting a smaller fraction of the qubits electromagnetic mode, surfaces and interfaces can exert significant influence as sources of high-loss tangents, which brings f…