Ragupathi Nithish Kumar

Temporal-Aware Graph Attention Network with XGBoost Ensemble for Blockchain Transaction Fraud Detection

Blockchain transaction fraud detection is a critical challenge as cryptocurrency adoption grows rapidly. Graph neural networks (GNNs) and temporal models show potential, but key questions persist about their advantages over tabular baselines, stability in realistic class distributions, and the true predictive value of...