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Smart contracts govern billions of dollars in decentralized finance (DeFi), yet automated vulnerability detection remains challenging because many vulnerabilities are tightly coupled with project-specific business logic. We observe that…

Cryptography and Security · Computer Science 2026-03-30 Ziqiao Kong , Wanxu Xia , Chong Wang , Yi Lu , Pan Li , Shaohua Li , Zong Cao , Yang Liu

Ethereum has become a widely used platform to enable secure, Blockchain-based financial and business transactions. However, many identified bugs and vulnerabilities in smart contracts have led to serious financial losses, which raises…

Software Engineering · Computer Science 2021-07-06 Zhipeng Gao

Within just four years, the blockchain-based Decentralized Finance (DeFi) ecosystem has accumulated a peak total value locked (TVL) of more than 253 billion USD. This surge in DeFi's popularity has, unfortunately, been accompanied by many…

Cryptography and Security · Computer Science 2023-04-11 Liyi Zhou , Xihan Xiong , Jens Ernstberger , Stefanos Chaliasos , Zhipeng Wang , Ye Wang , Kaihua Qin , Roger Wattenhofer , Dawn Song , Arthur Gervais

The increased adoption of smart contracts in many industries has made them an attractive target for cybercriminals, leading to millions of dollars in losses. Thus, deploying smart contracts with detected vulnerabilities (known to…

Software Engineering · Computer Science 2023-07-25 Pengcheng , Peng , Yun , Qingzhao , Tao , Dawn , Prateek , Sanjeev , Zhuotao , Xusheng

This paper presents OVer, a framework designed to automatically analyze the behavior of decentralized finance (DeFi) protocols when subjected to a "skewed" oracle input. OVer firstly performs symbolic analysis on the given contract and…

Software Engineering · Computer Science 2024-01-12 Xun Deng , Sidi Mohamed Beillahi , Cyrus Minwalla , Han Du , Andreas Veneris , Fan Long

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

With the rapid growth of blockchain technology, smart contracts are now crucial to Decentralized Finance (DeFi) applications. Effective vulnerability detection is vital for securing these contracts against hackers and enhancing the accuracy…

Software Engineering · Computer Science 2024-12-25 Jango Zhang

Decentralized Finance (DeFi) refers to financial services that are not necessarily related to crypto-currencies. By employing blockchain for security and integrity, DeFi creates new possibilities that attract retail and institution users,…

Cryptography and Security · Computer Science 2024-04-18 Krzysztof Gogol , Christian Killer , Malte Schlosser , Thomas Bocek , Burkhard Stiller , Claudio Tessone

The use of blockchain and smart contracts have not stopped growing in recent years. Like all software that begins to expand its use, it is also beginning to be targeted by hackers who will try to exploit vulnerabilities in both the…

Cryptography and Security · Computer Science 2024-02-07 Antonio López Vivar , Ana Lucila Sandoval Orozco , Luis Javier García Villalba

The rapid growth of Ethereum has made it more important to quickly and accurately detect smart contract vulnerabilities. While machine-learning-based methods have shown some promise, many still rely on rule-based preprocessing designed by…

Cryptography and Security · Computer Science 2025-12-15 Uisang Lee , Changhoon Chung , Junmo Lee , Soo-Mook Moon

Complex DeFi services are usually constructed by composing a variety of simpler smart contracts. The permissionless nature of the blockchains where these smart contracts are executed makes DeFi services exposed to security risks, since…

Cryptography and Security · Computer Science 2024-01-09 Massimo Bartoletti , Riccardo Marchesin , Roberto Zunino

Smart contracts are Turing-complete programs that execute on the infrastructure of the blockchain, which often manage valuable digital assets. Solidity is one of the most popular programming languages for writing smart contracts on the…

Software Engineering · Computer Science 2020-04-21 Tai D. Nguyen , Long H. Pham , Jun Sun , Yun Lin , Quang Tran Minh

Federated learning (FL) enables collaborative training of a shared model on edge devices while maintaining data privacy. FL is effective when dealing with independent and identically distributed (iid) datasets, but struggles with non-iid…

Machine Learning · Computer Science 2023-07-06 Chenhao Xu , Jiaqi Ge , Yong Li , Yao Deng , Longxiang Gao , Mengshi Zhang , Yong Xiang , Xi Zheng

Price manipulation attack is one of the notorious threats in decentralized finance (DeFi) applications, which allows attackers to exchange tokens at an extensively deviated price from the market. Existing efforts usually rely on reactive…

Cryptography and Security · Computer Science 2025-02-07 Bosi Zhang , Ningyu He , Xiaohui Hu , Kai Ma , Haoyu Wang

Smart contracts play a significant role in automating blockchain services. Nevertheless, vulnerabilities in smart contracts pose serious threats to blockchain security. Currently, traditional detection methods primarily rely on static…

Cryptography and Security · Computer Science 2025-10-22 Tenghui Huang , Jinbo Wen , Jiawen Kang , Siyong Chen , Zhengtao Li , Tao Zhang , Dongning Liu , Jiacheng Wang , Chengjun Cai , Yinqiu Liu , Dusit Niyato

Blockchain technology (BT) Ethereum Smart Contracts allows programmable transactions that involve the transfer of monetary assets among peers on a BT network independent of a central authorizing agency. Ethereum Smart Contracts are programs…

Cryptography and Security · Computer Science 2021-05-21 Noama Fatima Samreen , Manar H. Alalfi

We explore the adoption of graph representation learning (GRL) algorithms to investigate similarities across services offered by Decentralized Finance (DeFi) protocols. Following existing literature, we use Ethereum transaction data to…

Statistical Finance · Quantitative Finance 2024-04-25 Junliang Luo , Stefan Kitzler , Pietro Saggese

With the agile development process of most academic and corporate entities, designing a robust computational back-end system that can support their ever-changing data needs is a constantly evolving challenge. We propose the implementation…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-07 Conor Flynn , Kristin P. Bennett , John S. Erickson , Aaron Green , Oshani Seneviratne

Decentralized finance (DeFi) is experiencing rapid expansion. However, prevalent code reuse and limited open-source contributions have introduced significant challenges to the blockchain ecosystem, including plagiarism and the propagation…

Cryptography and Security · Computer Science 2025-11-18 Zhuo Chen , Gaoqiang Ji , Yiling He , Lei Wu , Yajin Zhou

The number of attacks and accidents leading to significant losses of crypto-assets is growing. According to Chainalysis, in 2021, approx. $14 billion has been lost due to various incidents, and this number is dominated by Decentralized…

Logic in Computer Science · Computer Science 2022-03-16 Eske Hoy Nielsen , Danil Annenkov , Bas Spitters