SpecEvo: Speculative Evolution with Large Language Models for Cost-Efficient Scientific Discovery

Ha Minh Hieu, Tongyao Zhu, Do Xuan Long +1

LLM-driven evolutionary search is a promising paradigm for scientific discovery, but existing methods remain costly and slow, often applying expensive reasoning uniformly while und…