2 papers
cs.LG2026
Data-driven Progressive Discovery of Physical Laws
Mingkun Xia, Weiwei Zhang
Symbolic regression is a powerful tool for knowledge discovery, enabling the extraction of interpretable mathematical expressions directly from data. However, conventional symbolic…
physics.flu-dyn2025
Hierarchical Dimensionless Learning (Hi-Ï): A physics-data hybrid-driven approach for discovering dimensionless parameter combinations
Mingkun Xia, Haitao Lin, Weiwei Zhang
Dimensional analysis provides a universal framework for reducing physical complexity and reveal inherent laws. However, its application to high-dimensional systems still generates…