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With blockchain technology rapidly progress, the smart contracts have become a common tool in a number of industries including finance, healthcare, insurance and gaming. The number of smart contracts has multiplied, and at the same time,…

Cryptography and Security · Computer Science 2023-04-27 Mohammad Khodadadi , Jafar Tahmoresnezhad

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

With the development of blockchain technology, the detection of smart contract vulnerabilities is increasingly emphasized. However, when detecting vulnerabilities in inter-contract interactions (i.e., cross-contract vulnerabilities) using…

Cryptography and Security · Computer Science 2024-08-29 Xiao Chen

Smart contracts are programs that execute inside blockchains such as Ethereum to manipulate digital assets. Since bugs in smart contracts may lead to substantial financial losses, there is considerable interest in formally proving their…

Programming Languages · Computer Science 2021-09-10 Christian Bräm , Marco Eilers , Peter Müller , Robin Sierra , Alexander J. Summers

Context: Smart contracts are computer programs that are automatically executed on the blockchain. Vulnerabilities in their implementation have led to severe loss of cryptocurrency. Smart contracts become immutable when deployed to the…

Cryptography and Security · Computer Science 2022-03-29 Majd Soud , Grischa Liebel , Mohammad Hamdaqa

The immutable nature of blockchain technology, while revolutionary, introduces significant security challenges, particularly in smart contracts. These security issues can lead to substantial financial losses. Current tools and approaches…

Cryptography and Security · Computer Science 2024-11-05 Zhiyuan Wei , Jing Sun , Zijiang Zhang , Xianhao Zhang , Meng Li , Zhe Hou

Smart contracts are software programs featuring both traditional applications and distributed data storage on blockchains. Ethereum is a prominent blockchain platform with the support of smart contracts. The smart contracts act as…

Cryptography and Security · Computer Science 2020-09-18 Purathani Praitheeshan , Lei Pan , Jiangshan Yu , Joseph Liu , Robin Doss

In recent years, the Ethereum platform has witnessed a proliferation of smart contracts, accompanied by exponential growth in total value locked (TVL). High-TVL smart contracts often require complex numerical computations, particularly in…

Software Engineering · Computer Science 2025-03-14 Jiachi Chen , Zhenzhe Shao , Shuo Yang , Yiming Shen , Yanlin Wang , Ting Chen , Zhenyu Shan , Zibin Zheng

We introduce the DeTerministic Virtual Machine (DTVM) Stack, a next-generation smart contract execution framework designed to address critical performance, determinism, and ecosystem compatibility challenges in blockchain networks. Building…

Deep neural networks (DNNs) have emerged as a prominent approach for detecting smart contract vulnerabilities, driven by the growing contract datasets and advanced deep learning techniques. However, DNNs typically require large-scale…

Machine Learning · Computer Science 2026-03-31 Zeli Wang , Qingxuan Yang , Shuyin Xia , Yueming Wu , Bo Liu , Longlong Lin

Smart contracts, self-executing agreements directly encoded in code, are fundamental to blockchain technology, especially in decentralized finance (DeFi) and Web3. However, the rise of Ponzi schemes in smart contracts poses significant…

Cryptography and Security · Computer Science 2024-12-19 Cong Wu , Jing Chen , Ziwei Wang , Ruichao Liang , Ruiying Du

Deep reinforcement learning (DRL) has shown success in diverse domains such as robotics, computer games, and recommendation systems. However, like any other software system, DRL-based software systems are susceptible to faults that pose…

Software Engineering · Computer Science 2024-10-08 Rached Bouchoucha , Ahmed Haj Yahmed , Darshan Patil , Janarthanan Rajendran , Amin Nikanjam , Sarath Chandar , Foutse Khomh

We present SOLAR, a new analysis tool for automatically detecting standard violation errors in Ethereum smart contracts.Given the Ethereum Virtual Machine (EVM) bytecode of a smart contract and a user specified constraint or invariant…

Cryptography and Security · Computer Science 2019-02-20 Ao Li , Fan Long

The irreversible nature of blockchain transactions makes the identification of smart contract vulnerabilities an essential requirement for secure system development. While Large Language Models (LLMs) are increasingly integrated into…

Cryptography and Security · Computer Science 2026-05-13 Stefan-Claudiu Susan , Andrei Arusoaie , Dorel Lucanu

Deep learning-based vulnerability detection has shown great performance and, in some studies, outperformed static analysis tools. However, the highest-performing approaches use token-based transformer models, which are not the most…

Software Engineering · Computer Science 2023-10-03 Benjamin Steenhoek , Hongyang Gao , Wei Le

Software vulnerabilities are major risks to software systems. Recently, researchers have proposed many deep learning approaches to detect software vulnerabilities. However, their accuracy is limited in practice. One of the main causes is…

Software Engineering · Computer Science 2025-11-13 Zeru Cheng , Yanjing Yang , He Zhang , Lanxin Yang , Jinghao Hu , Jinwei Xu , Bohan Liu , Haifeng Shen

As Ethereum continues to thrive, the Ethereum Virtual Machine (EVM) has become the cornerstone powering tens of millions of active smart contracts. Intuitively, security issues in EVMs could lead to inconsistent behaviors among smart…

Software Engineering · Computer Science 2026-05-15 Jie Ma , Ningyu He , Jinwen Xi , Mingzhe Xing , Haoyu Wang , Ying Gao , Yinliang Yue

Smart contracts are blockchain programs that often handle valuable assets. Writing secure smart contracts is far from trivial, and any vulnerability may lead to significant financial losses. To support developers in identifying and…

Cryptography and Security · Computer Science 2023-06-09 Monika di Angelo , Thomas Durieux , João F. Ferreira , Gernot Salzer

Smart contracts underpin high-value ecosystems such as decentralized finance (DeFi), yet recurring vulnerabilities continue to cause losses worth billions of dollars. Although numerous security analyzers that detect such flaws exist,…

Cryptography and Security · Computer Science 2026-03-03 Tamer Abdelaziz , Salma Alsaghir , Karim Ali

Software vulnerabilities, caused by unintentional flaws in source codes, are the main root cause of cyberattacks. Source code static analysis has been used extensively to detect the unintentional defects, i.e. vulnerabilities, introduced…

Cryptography and Security · Computer Science 2022-11-17 Arash Mahyari