Personalized PageRank places restart probability on query seed nodes. Each iteration sends some probability back to those seeds and spreads the rest across graph edges.
Nodes well connected to the seeds gain rank in the resulting distribution. Restart strength and edge quality matter, and rank does not establish factual correctness.
When to use
Use it to prioritize knowledge-graph nodes or source passages related to a query.