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20232026
most citedReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

11 citations · 12 across the 6 of their papers we have counts for

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cs.NE2026

PyVRP: LLM-Driven Metacognitive Heuristic Evolution for Hybrid Genetic Search in Vehicle Routing Problems

Manuj Malik, Jianan Zhou, Shashank Reddy Chirra +1

Designing high-performing metaheuristics for NP-hard combinatorial optimization problems, such as the Vehicle Routing Problem (VRP), remains a significant challenge, often requirin…

cs.NE2024★ 11 cited

ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

Haoran Ye, Jiarui Wang, Zhiguang Cao +5

The omnipresence of NP-hard combinatorial optimization problems (COPs) compels domain experts to engage in trial-and-error heuristic design. The long-standing endeavor of design au…