mlsanityData to 14 Oct 2026

A Comprehensive Study of Exploitable Patterns in Smart Contracts: From Vulnerability to Defense

arXiv 2504.21480 ↗First posted 30 Apr 2025cs.CR cs.AI cs.SEcited by 1

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Abstract (arXiv)

With the rapid advancement of blockchain technology, smart contracts have enabled the implementation of increasingly complex functionalities. However, ensuring the security of smart contracts remains a persistent challenge across the stages of development, compilation, and execution. Vulnerabilities within smart contracts not only undermine the security of individual applications but also pose significant risks to the broader blockchain ecosystem, as demonstrated by the growing frequency of attacks since 2016, resulting in substantial financial losses. This paper provides a comprehensive analysis of key security risks in Ethereum smart contracts, specifically those written in Solidity and executed on the Ethereum Virtual Machine (EVM). We focus on two prevalent and critical vulnerability types (reentrancy and integer overflow) by examining their underlying mechanisms, replicating attack scenarios, and assessing effective countermeasures.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 13 of its 28 references that are in the map. First posted on arXiv 30 Apr 2025.

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13 of 28 references.

References · 13

  1. 2024Unveiling Wash Trading in Popular NFT Marketscited by 8
  2. 2024StateGuard: Detecting State Derailment Defects in Decentralized Exchange Smart Contractcited by 8
  3. 2025SCALM: Detecting Bad Practices in Smart Contracts Through LLMscited by 8
  4. 2024Interaction-Aware Vulnerability Detection in Smart Contract Bytecodescited by 6
  5. 2025Malicious Code Detection in Smart Contracts via Opcode Vectorizationcited by 6
  6. 2020CLUE: Towards Discovering Locked Cryptocurrencies in Ethereumcited by 5
  7. 2024GasTrace: Detecting Sandwich Attack Malicious Accounts in Ethereumcited by 5
  8. 2024Smart Contracts in the Real World: A Statistical Exploration of External Data Dependenciescited by 5
  9. 2025SoK: Security Analysis of Blockchain-based Cryptocurrencycited by 5
  10. 2025SmartBugBert: BERT-Enhanced Vulnerability Detection for Smart Contract Bytecodecited by 5
  11. 2025Enhancing Smart Contract Vulnerability Detection in DApps Leveraging Fine-Tuned LLMcited by 5
  12. 2024SCLA: Automated Smart Contract Summarization via LLMs and Control Flow Promptcited by 3
1 more
  1. 2024Characterizing the Solana NFT Ecosystemcited by 3

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