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Minghan Wang

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Book Open access Aug 2026

CES: Combinatorial Experts Selection via Contextual Linear Bandits

With the rapid advancement of large language models (LLMs), multi-agent systems have emerged as a promising alternative to scaling up a single model. Existing approaches ensemble multiple LLMs to improve response quality, but they often rely on static prior knowledge of model capabilities and prompts, and require exten...

Jinkun Xu, Minghan Wang, Zhiyong Wang et al. · 0 citations

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