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Heterogeneous Graphs: A New Language for Understanding and Enhancing the Dynamics of Smart Societies

In modern societies, many of the hardest problems are not “single-point” problems. They are system problems. A rumor jumps across communities in hours. A public service reaches some groups quickly but misses others. Platform risks reappear in new forms even after repeated governance actions. In education, healthcare, and emergency management, we have plenty of data—yet decision-makers still struggle to pinpoint which connections, pathways, and bottlenecks truly drive outcomes. What is missing is often not data, but a way to represent multi-actor, multi-relationship, and multi-context complexity in a form that computers can learn from and humans can interpret. This is where heterogeneous graphs come in.

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