Harnessing Machine Learning to Understand and Design Disordered Solids
This review maps the dynamic evolution of machine learning in disordered solids, from structural representations to generative modeling. It explores how deep learning and model explainability transform property prediction into profound physical insight.
Muchen Wang, Yue Fan
wiley +1 more source
The Interoperability Challenge in DFT Workflows Across Implementations
Interoperability and cross‐validation remain major challenges in the computational materials science. In this work, we introduce a common input/output standard that enables internal translation across multiple workflow managers—AiiDA, PerQueue, Pipeline Pilot, and SimStack—while producing results in a unified schema.
Simon K. Steensen +13 more
wiley +1 more source
Construction Methods of Mesoscopic Models for Concrete and Quantitative Analysis of Mesoscopic Damage. [PDF]
Wang X, Li S, Chen Y, Ma S, Chen J.
europepmc +1 more source
This article outlines how artificial intelligence could reshape the design of next‐generation transistors as traditional scaling reaches its limits. It discusses emerging roles of machine learning across materials selection, device modeling, and fabrication processes, and highlights hierarchical reinforcement learning as a promising framework for ...
Shoubhanik Nath +4 more
wiley +1 more source
An interpretable Convex Stacking with Guarded Calibration ensemble approach for predicting rock fragmentation in mine blasting. [PDF]
Lin C, Sun X, Mai J, Liu B, Cheng P.
europepmc +1 more source
<i>"Solid Hollows"</i> and "<i>Reverspectives"</i>: Similarities and differences. [PDF]
Rogers B, Hughes P.
europepmc +1 more source
Three New Species, New Records, and a Key to <i>Dryops</i> Olivier, 1791 (Coleoptera: Dryopidae) from Brazil. [PDF]
Alexandre MSL +3 more
europepmc +1 more source
A polyphasic study of Hypoxylaceae (Xylariales, Ascomycota) in Iran: new species and records from Hyrcanian forests. [PDF]
Pourmoghaddam MJ +4 more
europepmc +1 more source
Convex Hartree-Fock theory for modeling ground state conical intersections. [PDF]
Rossi F, Koch H.
europepmc +1 more source

