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TTAGN: Temporal Transaction Aggregation Graph Network for Ethereum Phishing Scams Detection. (arXiv:2204.13442v1 [cs.CR])
April 29, 2022, 1:20 a.m. | Sijia Li, Gaopeng Gou, Chang Liu, Chengshang Hou, Zhenzhen Li, Gang Xiong
cs.CR updates on arXiv.org arxiv.org
In recent years, phishing scams have become the most serious type of crime
involved in Ethereum, the second-largest blockchain platform. The existing
phishing scams detection technology on Ethereum mostly uses traditional machine
learning or network representation learning to mine the key information from
the transaction network to identify phishing addresses. However, these methods
adopt the last transaction record or even completely ignore these records, and
only manual-designed features are taken for the node representation. In this
paper, we propose a …
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