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Zhankeng Liu

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#machine learning Preprint Sep 2026

MAGIC: Mixed-Granularity Agent Graphs via Incremental Construction with Dense-Reward Reinforcement Learning

Collaboration topology shapes both the performance and execution cost of LLM-based multi-agent systems. Because tasks differ in complexity and required capabilities, recent approaches generate task-specific collaboration graphs that specify agent participation and information flow. However, representative topology gene...

Kai-Rui Yang, Zi-Heng Yi, Xun-Kai Li et al. · 0 citations

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