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Smart contracts written in Solidity are widely used in different blockchain platforms such as Ethereum, TRON and BNB Chain. One of the unique designs in Solidity smart contracts is its state-reverting mechanism for error handling and access…

Software Engineering · Computer Science 2024-06-25 Zeqin Liao , Sicheng Hao , Yuhong Nan , Zibin Zheng

Smart contracts are software programs that enable diverse business activities on the blockchain. Recent research has identified new classes of "machine un-auditable" bugs that arise from both transactional contexts and source code. Existing…

Software Engineering · Computer Science 2024-11-15 Sally Junsong Wang , Kexin Pei , Junfeng Yang

Smart contracts are Turing-complete programs running on the blockchain. They cannot be modified, even when bugs are detected. The Selfdestruct function is the only way to destroy a contract on the blockchain system and transfer all the…

Software Engineering · Computer Science 2020-10-07 Jiachi Chen

Security issues are becoming increasingly significant with the rapid evolution of Non-fungible Tokens (NFTs). As NFTs are traded as digital assets, they have emerged as prime targets for cyber attackers. In the development of NFT smart…

Cryptography and Security · Computer Science 2026-01-16 Yuanzheng Niu , Xiaoqi Li , Wenkai Li

Ethereum is the largest blockchain platform that supports smart contracts. Users deploy smart contracts by publishing the smart contract's bytecode to the blockchain. Since the data in the blockchain cannot be modified, even if these…

Software Engineering · Computer Science 2020-09-07 Pengcheng Zhang , Feng Xiao , Xiapu Luo

Smart contracts play a central role in blockchain systems by encoding financial and operational logic. Still, their susceptibility to subtle security flaws poses significant risks of financial loss and erosion of trust. LLMs create new…

Artificial Intelligence · Computer Science 2026-03-24 Eduardo Sardenberg , Antonio José Grandson Busson , Daniel de Sousa Moraes , Julio Cesar Duarte , Sérgio Colcher

Smart contracts are fundamental components of blockchain ecosystems; however, their security remains a critical concern due to inherent vulnerabilities. While existing detection methodologies are predominantly syntax-oriented, targeting…

Cryptography and Security · Computer Science 2026-03-30 Ali Fattahdizaji , Mohammad Pishdar , Zarina Shukur

Although Graph Neural Networks (GNNs) have shown promise for smart contract vulnerability detection, they still face significant limitations. Homogeneous graph models fail to capture the interplay between control flow and data dependencies,…

Machine Learning · Computer Science 2026-05-26 Tran Duong Minh Dai , Triet Huynh Minh Le , M. Ali Babar , Van-Hau Pham , Phan The Duy

While Ethereum smart contracts enabled a wide range of blockchain applications, they are extremely vulnerable to different forms of security attacks. Due to the fact that transactions to smart contracts commonly involve cryptocurrency…

Software Engineering · Computer Science 2019-06-12 Jianbo Gao , Han Liu , Chao Liu , Qingshan Li , Zhi Guan , Zhong Chen

Most blockchains cannot hide the binary code of programs (i.e., smart contracts) running on them. To conceal proprietary business logic and to potentially deter attacks, many smart contracts are closed-source and employ layers of…

Cryptography and Security · Computer Science 2025-09-09 Sen Yang , Kaihua Qin , Aviv Yaish , Fan Zhang

Ethereum faces growing fraud threats. Current fraud detection methods, whether employing graph neural networks or sequence models, fail to consider the semantic information and similarity patterns within transactions. Moreover, these…

Cryptography and Security · Computer Science 2025-02-19 Jianguo Sun , Yifan Jia , Yanbin Wang , Yiwei Liu , Zhang Sheng , Ye Tian

One of the most significant challenges in the field of software code auditing is the presence of vulnerabilities in software source code. Every year, more and more software flaws are discovered, either internally in proprietary code or…

Cryptography and Security · Computer Science 2023-06-16 Mst Shapna Akter , Hossain Shahriar , Juan Rodriguez Cardenas , Sheikh Iqbal Ahamed , Alfredo Cuzzocrea

The emerging blockchain technology supports decentralized computing paradigm shift and is a rapidly approaching phenomenon. While blockchain is thought primarily as the basis of Bitcoin, its application has grown far beyond cryptocurrencies…

Cryptography and Security · Computer Science 2020-06-23 Reza M. Parizi , Ali Dehghantanha , Kim-Kwang Raymond Choo , Amritraj Singh

Automating software vulnerability detection (SVD) remains a critical challenge in an era of increasingly complex and interdependent software systems. Despite significant advances in Large Language Models (LLMs) for code analysis, prevailing…

Software Engineering · Computer Science 2025-03-25 Arastoo Zibaeirad , Marco Vieira

Smart contract vulnerabilities caused significant economic losses in blockchain applications. Large Language Models (LLMs) provide new possibilities for addressing this time-consuming task. However, state-of-the-art LLM-based detection…

Cryptography and Security · Computer Science 2025-01-14 ZeKe Xiao , Qin Wang , Hammond Pearce , Shiping Chen

The proxy design pattern allows Ethereum smart contracts to be simultaneously immutable and upgradeable, in which an original contract is split into a proxy contract containing the data storage and a logic contract containing the…

Cryptography and Security · Computer Science 2024-09-23 Cheng-Kang Chen , Wen-Yi Chu , Muoi Tran , Laurent Vanbever , Hsu-Chun Hsiao

This paper serves as a progress report on our research, specifically focusing on utilizing interval analysis, an existing static analysis method, for detecting vulnerabilities in smart contracts. We present a selection of motivating…

Software Engineering · Computer Science 2023-09-26 Ştefan-Claudiu Susan , Andrei Arusoaie

A widespread belief in the blockchain security community is that automated techniques are only good for detecting shallow bugs, typically of small value. In this paper, we present the techniques and insights that have led us to repeatable…

Smart contract is a special program that manages digital assets on blockchain. It is difficult to recover the loss if users make transactions through buggy smart contracts, which cannot be directly fixed. Hence, it is important to ensure…

Software Engineering · Computer Science 2019-08-13 Haoran Wu , Xingya Wang , Jiehui Xu , Weiqin Zou , Lingming Zhang , Zhenyu Chen

Context: The IoT system infrastructure platform facility vulnerability attack has become the main battlefield of network security attacks. Most of the traditional vulnerability mining methods rely on vulnerability detection tools to realize…

Cryptography and Security · Computer Science 2022-12-06 Wen Zhou