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, trajectory-level rewards they a…
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- 2026-10-23 04:00 · arXiv cs.AI
RoleFlow: Self-Evolving Multi-Role Agentic Collaboration via Structural Adaptation