Author

Alexander C. Tyner

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Preprint Jul 2026

Towards a universal model for spin-orbit coupled Wannier Hamiltonians

While machine learning interatomic potentials (MLiPs) have matured to revolutionize material science, deep learning models for electronic structure are just beginning to emerge and restricted, almost exclusively, to non-orthogonal basis Hamiltonians. We introduce G(Wa)NN, the first deep-learning model capable of genera...

Alexander C. Tyner · 0 citations