953 citations · 3.5k across the 41 of their papers we have counts for
4 papers · 1 filter
Matbench Discovery -- A framework to evaluate machine learning crystal stability predictions
Janosh Riebesell, Rhys E. A. Goodall, Philipp Benner +7
The rapid adoption of machine learning (ML) in domain sciences necessitates best practices and standardized benchmarking for performance evaluation. We present Matbench Discovery,…
Rapid Discovery of Stable Materials by Coordinate-free Coarse Graining
Rhys E. A. Goodall, Abhijith S. Parackal, Felix A. Faber +2
A fundamental challenge in materials science pertains to elucidating the relationship between stoichiometry, stability, structure, and property. Recent advances have shown that mac…
Quantum Capacitance Modifies Interionic Interactions in Semiconducting Nanopores
Alpha A. Lee, Dominic Vella, Alain Goriely
Nanopores made with low dimensional semiconducting materials, such as carbon nanotubes and graphene slit pores, are used in supercapacitors. In theories and simulations of their op…
Capacitance-Power-Hysteresis Trilemma in Nanoporous Supercapacitors
Alpha A Lee, Dominic Vella, Alain Goriely +1
Nanoporous supercapacitors are an important player in the field of energy storage that fill the gap between dielectric capacitors and batteries. The key challenge in the developmen…