1.7k citations · 11.7k across the 77 of their papers we have counts for
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Dataset of Solution-based Inorganic Materials Synthesis Recipes Extracted from the Scientific Literature
Zheren Wang, Olga Kononova, Kevin Cruse +8
The development of a materials synthesis route is usually based on heuristics and experience. A possible new approach would be to apply data-driven approaches to learn the patterns…
Sparse expansions of multicomponent oxide configuration energy using coherency & redundancy
Luis Barroso-Luque, Julia H. Yang, Gerbrand Ceder
Compressed sensing has become a widely accepted paradigm to construct high dimensional cluster expansion models used for statistical mechanical studies of atomic configuration in c…
A probabilistic deep learning approach to automate the interpretation of multi-phase diffraction spectra
Nathan J. Szymanski, Christopher J. Bartel, Yan Zeng +2
Autonomous synthesis and characterization of inorganic materials requires the automatic and accurate analysis of X-ray diffraction spectra. For this task, we designed a probabilist…
Synthetic accessibility and stability rules of NASICONs
Bin Ouyang, Jingyang Wang, Tanjin He +6
In this paper we develop the stability rules for NASICON structured materials, as an example of compounds with complex bond topology and composition. By applying machine learning t…