Chemistry

Learning reaction energies from first principles

N. Okafor, K. Ito and others

Abstract

Fast energy predictions close enough to quantum chemistry to plan real experiments.

Quantum chemistry is accurate but slow. We trained a model to predict reaction energies in a fraction of the time.

On held-out reactions it stays within chemical accuracy for most cases we care about.

We show where the model is confident, where it is not, and how we use both.

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