Navigating through the maze of homogeneous catalyst design with machine learning

G dos Passos Gomes, R Pollice, A Aspuru-Guzik - Trends in Chemistry, 2021 - cell.com
The ability to forge difficult chemical bonds through catalysis has transformed society on all
fronts, from feeding the ever-growing population to increasing life expectancies through the …

Machine learning dihydrogen activation in the chemical space surrounding Vaska's complex

P Friederich, G dos Passos Gomes, R De Bin… - Chemical …, 2020 - pubs.rsc.org
Homogeneous catalysis using transition metal complexes is ubiquitously used for organic
synthesis, as well as technologically relevant in applications such as water splitting and CO2 …

Experimental and computational aspects of molecular frustrated Lewis pairs for CO 2 hydrogenation: en route for heterogeneous systems?

RK Riddhi, F Penas-Hidalgo, H Chen… - Chemical Society …, 2024 - pubs.rsc.org
Catalysis plays a crucial role in advancing sustainability. The unique reactivity of frustrated
Lewis pairs (FLPs) is driving an ever-growing interest in the transition metal-free …

An induced-fit model for asymmetric organocatalytic reactions: a case study of the activation of olefins via chiral Brønsted acid catalysts

I Harden, F Neese, G Bistoni - Chemical Science, 2022 - pubs.rsc.org
We elucidate the stereo-controlling factors of the asymmetric intramolecular
hydroalkoxylation of terminal olefins catalyzed by bulky Brønsted acids [Science2018, 359 …

Many-body expansion based machine learning models for octahedral transition metal complexes

R Meyer, DBK Chu, HJ Kulik - Machine Learning: Science and …, 2025 - iopscience.iop.org
Graph-based machine learning (ML) models for material properties show great potential to
accelerate virtual high-throughput screening of large chemical spaces. However, in their …

Identification of bioactive compounds of Zanthoxylum armatum as potential inhibitor of pyruvate kinase M2 (PKM2): Computational and virtual screening approaches

M Afzal, FA Qais, NAY Abduh, M Christy, R Ayub… - Heliyon, 2024 - cell.com
Abstract PKM2 (Pyruvate kinase M2) is the isoform of pyruvate kinase which is known to
catalyse the last step of glycolysis that is responsible for energy production. This specific …