PhishingHook benchmarks 16 machine learning models that classify Ethereum smart contracts as phishing or benign from their bytecode opcodes, reporting about 90% average accuracy with Random Forest best at 93.6%.
Sorting out the bad seeds: Automatic classification of cryptocurrency abuse reports.arXiv preprint arXiv:2410.21041, 2024
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PhishingHook: Catching Phishing Ethereum Smart Contracts leveraging EVM Opcodes
PhishingHook benchmarks 16 machine learning models that classify Ethereum smart contracts as phishing or benign from their bytecode opcodes, reporting about 90% average accuracy with Random Forest best at 93.6%.