Ethereum NFT Smart Contracts: Knowledge-Guided Vulnerability Detection with LLM and Code Slicing

arXiv:2607.21983 · cs.CR · Submitted 2026-07-24 · Read on arXiv

Deyu Yang, Rundong Wei, Xiaoqi Li

cs.CR

Submitted: 2026-07-24

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Ablation — 8× in this paper · explained in 1 episode
• Core — 6× in this paper · explained in 2 episodes
• Accuracy — 4× in this paper · explained in 1 episode
• Knowledge Graph — 3× in this paper · explained in 7 episodes
• Knowledge graphs — 3× in this paper · explained in 2 episodes
• Analyzer — 2× in this paper · explained in 1 episode
• Benchmark — 2× in this paper · explained in 2 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Annotator Agreement — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Explainability — 1× in this paper · explained in 3 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Formal Verification — 1× in this paper · explained in 2 episodes

Sources

• Dual-view Aware Smart Contract Vulnerability Detection for Ethereum
• SmartBugBert: BERT-Enhanced Vulnerability Detection for Smart Contract Bytecode
• Large Language Model based Smart Contract Auditing with LLMBugScanner
• Beyond the Hype: A Large-Scale Empirical Analysis of On-Chain Transactions in NFT Scams
• Graph Neural Networks Enhanced Smart Contract Vulnerability Detection of Educational Blockchain
• A Multi-Layered Security Analysis of Blockchain Systems: From Attack Vectors to Defense and System Hardening
• Semantic Interoperability on Blockchain by Generating Smart Contracts Based on Knowledge Graphs
• Secure-by-design smart contract based on dataflow implementations
• Trusting a Smart Contract Means Trusting Its Owners: Understanding Centralization Risk
• A review of Smart Contract Blockchain Based on Multi-Criteria Analysis: Challenges and Motivations
• Blockchain security based on cryptography: a review
• Metamorphic Testing for Smart Contract Vulnerabilities Detection
• A Comprehensive Study of Exploitable Patterns in Smart Contracts: From Vulnerability to Defense
• Smart Contract Security Beyond Detection
• Facial Recognition Leveraging Generative Adversarial Networks
• Defensible Design for OpenClaw: Securing Autonomous Tool-Invoking Agents

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