Mengqing Xu
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2026
On the Runtime Analysis of Reinforcement Learning Hyper-Heuristics
This paper rigorously proves that a Reinforcement Learning Hyper-heuristic (RLHH) optimizes the LeadingOnes benchmark function with optimal expected runtime using two random local search operators, outperforming the Generalised Random Gradient HH.
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