Discovering Multiscale Deep Formulas in Complex Systems via Neural-Guided Lambda Calculus

arXiv·low signal

A neurosymbolic approach to symbolic regression that uses neural guidance over lambda calculus to discover concise mathematical formulas describing complex systems. It targets the gap where current AI finds patterns but not interpretable closed-form expressions — of interest to practitioners working on scientific ML and interpretable modeling, though generalizability to mainstream AI engineering is limited.