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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Yu-Jia Huo

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Preprint Sep 2026

CEO Arena: Evaluating Long-Horizon Multi-Agent Decision-Making in Competitive Markets

Long-horizon competition tests agents'ability to coordinate business decisions under uncertainty and adapt to changing rival strategies. We introduce CEO Arena, a benchmark that uses matched replacement evaluation to assess operating returns alongside an agent's effects on rivals and the market. Each CEO agent is compa...

An Yan, Yu-Jia Huo, Zhi-Wei Shang et al. · 0 citations

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