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Multi-Agent System Search via Active Substructure-aware Policy Optimization.

arXiv:2609.32430v1 Announce Type: new Abstract: LLMs enable multi-agent systems (MAS) to tackle complex tasks, but manually designing agent roles, prompts, and communication structures requires substantial expertise and effort. This motivates learning policies

arXiv cs.AIResearch source·