GraphMaster is a collaborative LLM multi-agent system that synthesizes semantically rich, structurally coherent text-attributed graphs to overcome data scarcity and empower Graph Foundation Models.

This paper tackles the problem of zero-shot inference on text-attributed graphs, and proposes a novel method that uses bundles to query LLMs and supervise GNNs.