Review of computational advances in tailoring magnesium-hydrogen interactions: Atomistic simulations meet machine learning

K Batalović, BP Mamula, MM Ilić, B Kuzmanović… - International Journal of …, 2024 - Elsevier
The interaction between hydrogen and magnesium holds significant importance across
various applications such as hydrogen storage, tunable optical devices and energy …

Geometric deep learning-guided Suzuki reaction conditions assessment for applications in medicinal chemistry

K Atz, DF Nippa, AT Müller, V Jost, A Anelli… - RSC Medicinal …, 2024 - pubs.rsc.org
Suzuki cross-coupling reactions are considered a valuable tool for constructing carbon–
carbon bonds in small molecule drug discovery. However, the synthesis of chemical matter …

Robust and efficient reranking in crystal structure prediction: a data driven method for real-life molecules

A Anelli, H Dietrich, P Ectors, F Stowasser, T Bereau… - …, 2024 - pubs.rsc.org
We accelerate a key step in crystal structure prediction (CSP) using machine learning and
report its robustness on a wide array of pharmaceutical molecules. The speedup achieved …