ref: https://arxiv.org/pdf/2602.24262

Summary

Most knowledge graphs fail in production because they are incomplete and hard to maintain. This paper flips that weakness into a strength. Instead of fixing missing data, it uses the gaps to decide where to search next, uncovering hidden suppliers more efficiently. In messy systems like supply chains, where relationships are unclear, this approach fits naturally. It also introduces a way to measure how complete your search is across different sources, not just crawl order.

Now I’m wondering, what if we add weightage mechanism to these connections, so disruptions like war or shortages reshape the map in real time?