LiquiLM integrates LLMs and DCN to audit liquidity flaws in blockchain smart contracts, achieving over 90% F1-score and uncovering 238 high-risk contracts plus 10 CVE-certified vulnerabilities in real-world PoL and Ethereum contracts.
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NFTDELTA detects permission control vulnerabilities in NFT contracts by combining sequence and graph views of function CFGs, reporting 241 confirmed issues across 795 collections with 97.92% average precision.
PSR2 framework detects atomicity violations in smart contracts at 94.69% F1-score by fusing structural path analysis and semantic context reasoning, outperforming baselines.
citing papers explorer
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LiquiLM: Bridging the Semantic Gap in Liquidity Flaw Audit via DCN and LLMs
LiquiLM integrates LLMs and DCN to audit liquidity flaws in blockchain smart contracts, achieving over 90% F1-score and uncovering 238 high-risk contracts plus 10 CVE-certified vulnerabilities in real-world PoL and Ethereum contracts.
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NFTDELTA: Detecting Permission Control Vulnerabilities in NFT Contracts through Multi-View Learning
NFTDELTA detects permission control vulnerabilities in NFT contracts by combining sequence and graph views of function CFGs, reporting 241 confirmed issues across 795 collections with 97.92% average precision.
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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.