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ResearchOctober 23, 2026

RoleFlow: Self-Evolving Multi-Role Agentic Collaboration via Structural Adaptation

arXiv:2610.30429v1 Announce Type: new Abstract: Large language model (LLM) based multi-agent systems often rely on predefined collaboration structures, limiting their adaptability to evolving task requirements. Although recent approaches enable dynamic orchestration,…

Yi Ge, Pan Wang, Xuehao Cui, Zian Zeng, Xu Hu, Heng Huang, Furong Huang·arXiv — cs.AI
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  • 01.arXiv:2610.30429v1 Announce Type: new Abstract: Large language model (LLM) based multi-agent systems often rely on predefined collaboration structures, limiting their adaptability to evolving task requirements
  • 02.Although recent approaches enable dynamic orchestration,…

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