AI4 min read
Label leakage in GNNs
Your fraud detection model may be cheating. A new paper proves it.
The PREF-Gate paper formalizes a label-provenance contract for relational evidence in graph fraud detection. On two of three datasets, the best model is one that avoids training-label-derived evidence entirely, a result that challenges common assumptions in graph neural network research.
2026-07-26