36 citations · 70 across the 7 of their papers we have counts for
7 papers
Notes on Quantum Computing for Thermal Science
Pietro Asinari, Nada Alghamdi, Paolo De Angelis +6
This document explores the potential of quantum computing in Thermal Science. Conceived as a living document, it will be continuously updated with experimental findings and insight…
Charting the landscape of Bardeen-Cooper-Schrieffer superconductors in experimentally known compounds
Marnik Bercx, Samuel Poncé, Yiming Zhang +8
We perform a high-throughput computational search for novel phonon-mediated superconductors, starting from the Materials Cloud 3-dimensional structure database of experimentally kn…
Energy-GNoME: A Living Database of Selected Materials for Energy Applications
Paolo De Angelis, Giovanni Trezza, Giulio Barletta +2
Artificial Intelligence (AI) in materials science is driving significant advancements in the discovery of advanced materials for energy applications. The recent GNoME protocol iden…
Learning effective good variables from physical data
Giulio Barletta, Giovanni Trezza, Eliodoro Chiavazzo
We assume that a sufficiently large database is available, where a physical property of interest and a number of associated ruling primitive variables or observables are stored. We…
Classification-based detection and quantification of cross-domain data bias in materials discovery
Giovanni Trezza, Eliodoro Chiavazzo
It stands to reason that the amount and the quality of data is of key importance for setting up accurate AI-driven models. Among others, a fundamental aspect to consider is the bia…
Leveraging Composition-Based Material Descriptors for Machine Learning Optimization
Giovanni Trezza, Eliodoro Chiavazzo
In this study, we evaluate several classifiers and focus on selecting a minimal set of appropriate material features. Our objective is to propose and discuss general strategies for…
Minimal set of crystallographic descriptors for sorption properties in hypothetical Metal Organic Frameworks: Role in sequential learning optimization
Giovanni Trezza, Luca Bergamasco, Matteo Fasano +1
Several studies have been recently reported in the literature on sorption properties of MOFs with a number of organic sorbates, such as ethanol and methanol. Surprisingly, still fe…