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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CKG-LLM uses LLMs to generate executable queries over contract knowledge graphs for detecting access control vulnerabilities and reports superior performance versus existing tools.
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.
citing papers explorer
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CKG-LLM: LLM-Assisted Detection of Smart Contract Access Control Vulnerabilities Based on Knowledge Graphs
CKG-LLM uses LLMs to generate executable queries over contract knowledge graphs for detecting access control vulnerabilities and reports superior performance versus existing tools.