Blockchain technology appears to be here to stay, as evidenced by investments and adoption by Fortune 500 companies. However, as its prominence grows, so does the incidence of fraudulent activities. To combat these threats, various machine learning models are being employed to detect and prevent fraud on blockchain platforms. This marks the next big shift—the