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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PSR2 framework detects atomicity violations in smart contracts at 94.69% F1-score by fusing structural path analysis and semantic context reasoning, outperforming baselines.
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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.
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PSR2: A Phase-based Semantic Reasoning Framework for Atomicity Violation Detection via Contract Refinement
PSR2 framework detects atomicity violations in smart contracts at 94.69% F1-score by fusing structural path analysis and semantic context reasoning, outperforming baselines.