SpecEvo: Speculative Evolution with Large Language Models for Cost-Efficient Scientific Discovery
arXiv:2610.28706v1 Announce Type: new Abstract: LLM-driven evolutionary search is a promising paradigm for scientific discovery, but existing methods remain costly and slow, often applying expensive reasoning uniformly while underusing evidence from failed, redundant, and saturated trials. We intro…
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- 2026-10-22 04:00 · arXiv cs.AI
SpecEvo: Speculative Evolution with Large Language Models for Cost-Efficient Scientific Discovery