Sergei

Graph-Transformer Fraud Detection with Self-Supervised Pretraining and Conformal Risk Control

Financial fraud in corporate transaction networks has grown more coordinated and harder to detect with rule-based engines and with classical learning models that treat each transaction in isolation. This paper presents GTFD, a graph-transformer fraud detector that fuses structural and temporal evidence from a corporati...