Why Fraud Rings Survive XGBoost โ and How GNNs Stop Them
Row-based ML catches individual bad actors but misses coordinated fraud rings. Graph Neural Networks propagate relational context through transaction networks โ here's the architecture, the PyTorch Geometric code, and the production gotchas that matter more than model choice.