Embedding material graphs using the electron-ion potential: application to material fracture

Sherif Abdulkader Tawfik, Tri Minh Nguyen, Salvy P. Russo +3

At the heart of the flourishing field of machine learning potentials are graph neural networks, where deep learning is interwoven with physics-informed machine learning (PIML) arch…