AIBullisharXiv – CS AI · 6h ago7/10
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Beyond Static Evaluation: Co-Evolutionary Mechanisms for LLM-Driven Strategy Evolution in Adversarial Games
Researchers introduce FAMOU, a framework that uses co-evolutionary mechanisms to improve LLM-driven strategy development in adversarial multi-agent games, addressing the challenge of evaluation landscape shifts through evaluator co-evolution, hierarchical deep evaluation, and weakness pressure. The system achieved first place in hardware rounds and third in simulation at the AAMAS 2026 Maritime Capture-The-Flag competition, demonstrating that code-level evolution can generate novel algorithmic innovations.