The rational use of non-renewable energy sources such as methane (CH 4) has been
considered a promising alternative to several high-value chemicals. Therefore, there is a …

CeO2-based materials have played a critical role in catalysis, where the substrate particles
have reduced in size year by year due to experimental achievements in synthesis control …

The combination of ceria (CeO2) with different metal oxides (MO2), eg Ce1− xMxO2, has
been strategically used to enhance its intrinsic properties. Moreover, the controlled synthesis …

The amount of quantum chemistry (QC) data is increasing year by year due to the
continuous increase of computational power and development of new algorithms. However …

Abstract Machine Learning (ML) methods, from unsupervised to supervised algorithms, have
been applied to solve several tasks in the Materials Science domain, such as property …

A reação de redução do CO2 a CH3OH é de grande interesse comercial e ambiental,
porém possui baixa eficiência catalítica devido a alta estabilidade do CO2. A estabilidade …

Machine Learning (ML) methods, from unsupervised to supervised algorithms, have been
applied to solve several tasks in the Materials Science domain, such as property prediction …

This document contains additional computational details, which can help reproduce the
results reported in the manuscript and in the present Supplementary Material. Furthermore, if …

A multi-colour solvatochromic fluorophore was developed by substituting a fully organic 3-
amino-N-cyclohexyl phthalimide group with a p-toluenesulfonyl (tosyl) group. This …

The amount of quantum chemistry (QC) data has increased year-by-year due to the
continuous increasing of computational power and development of new algorithms …