Yao Guan

2 accepted papers

2026

MOC: Multi-Order Communication in LLM-based Multi-Agent Systems

Yao Guan, Lin Wang, Zhihui Lu, Ziyi Wang, Wenzhu Yan, Qiang Duan

ICML 2026poster

Despite the remarkable progress of Large Language Model (LLM) based Multi-Agent Systems, most research focuses on optimizing coordination topology while largely underexploring the equally critical problem: how to transmit and optimize messages among agents effectively? Current communication schemes …

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2025

Advanced Graph-MLPs Distillation based on Global and Local Hyperbolic Geometry Learning

Yao Guan, Wenzhu Yan, Ting Yuan, Yanmeng Li

ICASSP 2025accepted

Graph Neural Networks (GNNs) have drawn great research attention for graph machine learning. However, graph learning techniques are extremely difficult for practical deployments in the industry applications owing to the scalability challenges incurred by data dependency. Although some works attempt…

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