Sixue Xing
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126
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NLP×1AI×1ML×1Neural Computing×1
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2026
Compute Allocation in Evolutionary Search: From Depth-Breadth to Multi-Armed Bandits
The paper proposes BaSE, a multi-armed bandit approach, to optimally allocate a fixed budget of LLM calls across parallel evolutionary search trajectories, significantly improving mean fitness and reliability.
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cs.CLcs.AIcs.LGRecentMay 28, 2026
Compute Allocation in Evolutionary Search: From Depth-Breadth to Multi-Armed Bandits
Sixue Xing, Haoyu He, Kerui Wu, Zhuo Yang +3 more
The paper proposes BaSE, a multi-armed bandit approach, to optimally allocate a fixed budget of LLM calls across parallel evolutionary search trajectories, significantly improving mean fitness and rel…
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