#expression-trees News & Analysis

FunctionEvolve: Structure-Guided Symbolic Regression with LLMs

FunctionEvolve is a new evolutionary framework that combines expression trees with LLM guidance to recover exact mathematical equations from data, achieving 82.9% accuracy on synthetic benchmarks—significantly outperforming prior symbolic regression methods by making the search process structure-aware rather than structure-blind.