The Importance of Being Scalable: Improving the Speed and Accuracy of Neural Network Interatomic Potentials Across Chemical Domains

Eric Qu, Aditi S. Krishnapriyan

Scaling has been critical in improving model performance and generalization in machine learning. It involves how a model's performance changes with increases in model size or input…