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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Ha Minh Hieu, Tongyao Zhu, Do Xuan Long, Min-Yen KanOctober 22, 2026 (10 hours ago)
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  • 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…
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SpecEvo: Speculative Evolution with Large Language Models for Cost-Efficient Scientific Discovery

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