Shirong Lin

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

Conventional simulation of current-driven magnetization relies on fine-step integration of the spin-transfer-torque Landau--Lifshitz--Gilbert equation, creating a computational bottleneck in parameter sweeps and control searches. In this work, we propose a physics-constrained neural flow map that learns finite-time dyn...