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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6 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
representative citing papers
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.
CrossGuard applies control flow whitelisting to block 35 of 37 historical DeFi attacks with 0.26% false positives and low gas overhead after one-time configuration at contract deployment.
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.
V2E automates PoC generation, triggerability and profitability validation, and iterative refinement using LLMs to confirm exploitable smart contract vulnerabilities, outperforming baselines on 264 labeled contracts.
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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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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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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Enforcing Control Flow Integrity on DeFi Smart Contracts
CrossGuard applies control flow whitelisting to block 35 of 37 historical DeFi attacks with 0.26% false positives and low gas overhead after one-time configuration at contract deployment.
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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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V2E: Validating Smart Contract Vulnerabilities through Profit-driven Exploit Generation and Execution
V2E automates PoC generation, triggerability and profitability validation, and iterative refinement using LLMs to confirm exploitable smart contract vulnerabilities, outperforming baselines on 264 labeled 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.