Secure and Explainable Fraud Detection in Finance via Hierarchical Multi-source Dataset Distillation

Yiming Qian, Thorsten Neumann, Xueyining Huang +4

We propose an explainable, privacy-preserving dataset distillation framework for collaborative financial fraud detection. A trained random forest is converted into transparent, axi…