Time-aware Metapath Feature Augmentation for Enhancing Ponzi Scheme Detection in Ethereum

Time-aware metapaths can capture real temporal account interaction patterns, and the proposed Time-aware Metapath Feature Augmentation (TMFAug) module can effectively improve the performance of existing Ponzi detection methods on Ethereum.