PMDetector is a hybrid static-plus-LLM framework that detects price manipulation in DeFi protocols via taint analysis, defense filtering, attack simulation, and validation, achieving 88% precision and 90% recall on 73 vulnerable plus 288 benign contracts.
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LLM-Powered Detection of Price Manipulation in DeFi
PMDetector is a hybrid static-plus-LLM framework that detects price manipulation in DeFi protocols via taint analysis, defense filtering, attack simulation, and validation, achieving 88% precision and 90% recall on 73 vulnerable plus 288 benign contracts.