Compute Allocation for Self-Evolving LLMs: From Depth-Breadth to Multi-Armed Bandits
BaSE (Bandit-based Self-Evolving), a multi-armed bandit that allocates LLM calls across parallel trajectories is proposed, a multi-armed bandit that improves mean fitness by 12.3% over the strongest island-protocol baseline across 8 (model, task) cells.
Si-Xue Xing, Hao-Yu He, Kerui Wu et al.
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