作者位次 #5/8NeurIPS 2026Poster
Sequential Probabilistic Uncertainty Estimation for Parallel Multi-Agent Reasoning Systems
Tunyu Zhang · Zihao Zhao · Yusong Zhao · Haizhou Shi · Zhuohang Li · Haoxian Chen · Hao Wang · Dimitris Metaxas
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Tunyu Zhang · Zihao Zhao · Yusong Zhao · Haizhou Shi · Zhuohang Li · Haoxian Chen · Hao Wang · Dimitris Metaxas
Jiaxin Zhang · Wendi Cui · Zhuohang Li · Lifu Huang · Bradley A. Malin · Caiming Xiong · Chien-Sheng Wu
While Large Language Models (LLMs) show remarkable capabilities, their unreliability remains a critical barrier to deployment in high-stakes domains. This survey charts a functional evolution in addressing this challenge: the evolution of uncertainty from a passive diagnostic metric to an active...