CKG-LLM uses LLMs to generate executable queries over contract knowledge graphs for detecting access control vulnerabilities and reports superior performance versus existing tools.
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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.
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.
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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.