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MLST: Review on data sets for molecular ML potentials

2024-11-13

Recently, we published a review on Machine Learning: Science and Technology exploring the current landscape of molecular quantum chemical data sets and databases.

ML-enhanced Fast and Interpretable Simulation of IR Spectra

2024-11-06

AIQM methods, particularly, newly introduced AIQM2, can provide IR spectra with accuracy close to DFT and the speed close to a semi-empirical GFN2-xTB method.

Adv. Sci.: The Best DFT Functional Is the Ensemble of Functionals

2024-10-30

In our work published in Advanced Science, we show that the ensembles of the existing functionals are by construction more accurate than any individual functional.

All-in-one: Learning across quantum chemical levels. Better than transfer learning!

2024-10-23

Here, we propose the all-in-one (AIO) ANI model, which is able to handle an arbitrary number of QC levels.

JOC: Surprising dynamics phenomena in the Diels–Alder reaction of C60 uncovered with AI

2024-10-16

Recently, we published a paper in JOC about the surprising dynamics phenomena in the Diels–Alder reaction of fullerene C60.

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