Adaptive MAS exhibit topological overfitting across domains and illusory coordination where surface accuracy masks non-ideal internal behaviors.
AgentInitis an automated MASinitialization method that focuses on forming a strong agent team (roles)beforerunning the inference framework
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Superficial Success vs. Internal Breakdown: An Empirical Study of Generalization in Adaptive Multi-Agent Systems
Adaptive MAS exhibit topological overfitting across domains and illusory coordination where surface accuracy masks non-ideal internal behaviors.