35 citations · 74 across the 8 of their papers we have counts for
3 papers · 1 filter
Machine-Learning-Assisted Construction of Ternary Convex Hull Diagrams
Hugo Rossignol, Michail Minotakis, Matteo Cobelli +1
In the search for novel intermetallic ternary alloys, much of the effort goes into performing a large number of ab-initio calculations covering a wide range of compositions and str…
Machine-Learning Surrogate Model for Accelerating the Search of Stable Ternary Alloys
Michael Minotakis, Hugo Rossignol, Matteo Cobelli +1
The prediction of phase diagrams in the search for new phases is a complex and computationally intensive task. Density functional theory provides, in many situations, the desired a…
A rule-free workflow for the automated generation of databases from scientific literature
Luke P. J. Gilligan, Matteo Cobelli, Valentin Taufour +1
In recent times, transformer networks have achieved state-of-the-art performance in a wide range of natural language processing tasks. Here we present a workflow based on the fine-…