Physics-informed models of domain wall dynamics as a route for autonomous domain wall design via reinforcement learning
Benjamin Smith, Bharat Pant, Yongtao Liu, Yu‐Chen Liu, Jan‐Chi Yang, Stephen Jesse, Anahita Khojandi, Sergei V. Kalinin, Ye Cao, Rama Krishnan Vasudevan · Digital Discovery · 2024
Prompted by limited available data, we explore data-aggregation strategies for material datasets, aiming to boost machine learning performance. Our findings suggest that intuitive aggregation schemes are ineffective in enhancing predictive accuracy.