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6 high-signal entities

authorSignal 10

Shihao Qi

Researcher

workSignal 9

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

preprint / 2026

authorSignal 8

Rui Xing

Researcher

authorSignal 7

Jie Ma

Researcher

authorSignal 6

Wei Guo

Researcher

authorSignal 5

Xiao Huang

Researcher

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