Fan, Q. 2025. A Survey of Deep Learning-Based Methods for Detecting Anomalous Transactions in Blockchain. Science and Technology of Engineering, Chemistry and Environmental Protection. 3, 4 (Aug. 2025), 10122. DOI:https://doi.org/10.61173/ne7c8839.