Author

Haoen Feng

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Preprint Aug 2026

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

A physics-constrained neural flow map that learns finite-time dynamics directly on the unit sphere that outperforms an adapted Long Short-Term Memory in in-domain accuracy and geometric stability and enables physically admissible long-horizon prediction.

Haoen Feng, Sheng-Lan Yuan, Shi-Rong Lin · 0 citations