作者位次 #2/3ICML 2026Poster· Deep Learning / Everything Else
HieraMAS: Optimizing Intra-Node LLM Mixtures and Inter-Node Topology for Multi-Agent Systems
Tianjun Yao · Zhaoyi Li · Zhiqiang Shen
智能体与工具OpenReview
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Tianjun Yao · Zhaoyi Li · Zhiqiang Shen
Yaxin Luo · Jiacheng Cui · Xiaohan Zhao · Xinyi Shang · Jiacheng Liu · Xinyue Bi · Zhaoyi Li · Zhiqiang Shen
The pretraining data mixture of Large Language Models (LLMs) constitutes their “digital DNA”, shaping model behaviors, capabilities, and failure modes. Yet this composition is rarely disclosed, making post-hoc auditing of data combination or provenance difficult. In this work, we formalize \textb...