Companies roll out graph-based detection, celebrate catching entire fraud rings, and then watch their false positives climb month after month. Both things are the same phenomenon, and the industry barely talks about it.
I wrote the full piece on the Frauddi blog: Graph Contamination in Fraud Detection: The Problem Nobody Talks About