<ul><li>GraphMaster is introduced as a multi-agent framework designed for graph data synthesis in data-limited environments.</li><li>GraphMaster utilizes four specialized LLM agents to optimize the synthesis process, ensuring semantic coherence and structural integrity.</li><li>New data-limited graph benchmarks are created to evaluate the performance of GraphMaster in realistic constraints.</li><li>Experimental results show that GraphMaster outperforms traditional synthesis methods, paving the way for advancements in Graph Foundation Models (GFMs) in data-scarce environments.</li></ul>

GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments

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