Detecting fraudulent activities such as Ponzi schemes within smart contract transactions is a critical challenge in decentralized finance. Existing methods often fail to capture the heterogeneous. multi-faceted nature of blockchain data. and many graph-based models overlook the contextual patterns that are vital for effective anomaly detection. https://www.lorenametaute.com/