EtherShield: Time-interval Analysis for Detection of Malicious Behavior on Ethereum

B Pan, N Stakhanova, Z Zhu - ACM Transactions on Internet Technology, 2024 - dl.acm.org
Advances in blockchain technology have attracted significant attention across the world. The
practical blockchain applications emerging in various domains, ranging from finance …

Adaptive attention-based graph representation learning to detect phishing accounts on the Ethereum blockchain

H Sun, Z Liu, S Wang, H Wang - IEEE Transactions on Network …, 2024 - ieeexplore.ieee.org
With Ethereum blockchain advancement, the Ethereum platform gathers numerous users. In
this context, traditional phishing appears new fraud methods, resulting in significant losses …

CLPSD: Detecting Ethereum Phishing Scams based on Curriculum Learning

W Hou, B Cui, Y Chen, R Li - ICASSP 2024-2024 IEEE …, 2024 - ieeexplore.ieee.org
Phishing scams have become one of the primary frauds on Ethereum, leading to substantial
financial losses for users. Therefore, developing an effective phishing detection method for …