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arXiv — cs.AI

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Sequential Probabilistic Uncertainty Estimation for Parallel Multi-Agent Reasoning Systems

LLM-based multi-agent systems (MAS) have attracted growing attention for improving reasoning through interaction among multiple agents. In this work, we focus on parallel multi-agent reasoning systems, where several agents solve the same problem over multiple rounds and…

arXiv — cs.AIBy: Tunyu Zhang, Zihao Zhao, Yusong Zhao, Haizhou Shi, Zhuohang Li, Haoxian Chen, Hao Wang, Dimitris N. MetaxasOctober 8, 2026 (Oct 8)
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AI Summary & Key Takeaways

  • LLM-based multi-agent systems (MAS) have attracted growing attention for improving reasoning through interaction among multiple agents
  • In this work, we focus on parallel multi-agent reasoning systems, where several agents solve the same problem over multiple rounds and…
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Sequential Probabilistic Uncertainty Estimation for Parallel Multi-Agent Reasoning Systems

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