NDSS 2025 – Dissecting Payload-Based Transaction Phishing On Ethereum
ID: d134259b-0494-5d6e-8a2c-5fc968731893
STIX ID: report--d134259b-0494-5d6e-8a2c-5fc968731893
Feed Name: Security Boulevard
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This paper presents the first comprehensive study of payload-based transaction phishing (PTXPHISH) on Ethereum: the authors collected a 5,000-transaction ground-truth dataset, developed a rule-based multi-dimensional detector with >99% F1, and detected 130,637 phishing transactions across 300 days causing over $341.9M in losses, while analyzing phishing tactics, cash-out patterns, and reporting/alerting efforts to mitigate real-world harm.
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