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6 high-signal entities

authorSignal 10

Jie Ma

Researcher

workSignal 9

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

preprint / 2026

authorSignal 8

Shihao Qi

Researcher

authorSignal 7

Rui Xing

Researcher

authorSignal 6

Xiao Huang

Researcher

authorSignal 5

Jun Liu

Researcher

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