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Research questionHow should knowledge-intensive multi-agent systems use external evidence to shape collaboration topology?In dynamically generated multi-agent systems, the collaboration graph may not match a task’s knowledge demands. This mismatch can produce redundant interactions or leave important claims insufficiently verified.
Information Retrieval
Multi-agent Systems
Reasoning
Retrieval-Augmented Generation
Latest papersRecent research connected to this question, newest first.When Evidence Shapes Collaboration: Knowledge-Conditioned Topology Generation for Multi-Agent SystemsThe source studies topology generation in multi-agent systems where external search or retrieval provides evidence, and reports benchmark results including expert-level GPQA. It does not establish behavior under broader deployment conditions.research paper · Sep 2, 2026
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