Physics-Constrained Neural Flow Maps for Long-Horizon Prediction of Spin Dynamics

Haoen Feng, Shenglan Yuan, Shirong Lin

Conventional simulation of current-driven magnetization relies on fine-step integration of the spin-transfer-torque Landau--Lifshitz--Gilbert equation, creating a computational bot…