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Smart contracts are essential for managing digital assets in blockchain networks, highlighting the need for effective security measures. This paper introduces SmartLLMSentry, a novel framework that leverages large language models (LLMs),…

Cryptography and Security · Computer Science 2024-12-02 Oualid Zaazaa , Hanan El Bakkali

Smart contracts are a special type of programs running inside a blockchain. Immutable and transparent, they provide means to implement fault-tolerant and censorship-resistant services. Unfortunately, its immutability causes a serious…

Logic in Computer Science · Computer Science 2018-12-04 Evgeniy Shishkin

Smart Contracts (SCs) are programs stored in a Blockchain to ensure agreements between two or more parties. Due to the unchangeable essence of Blockchain, failures or errors in SCs become perpetual once published. The reliability of SCs is…

Decentralized Exchanges (DEXs), leveraging blockchain technology and smart contracts, have emerged in decentralized finance. However, the DEX project with multi-contract interaction is accompanied by complex state logic, which makes it…

Software Engineering · Computer Science 2024-05-16 Zongwei Li , Wenkai Li , Xiaoqi Li , Yuqing Zhang

We provide three detailed case studies of vulnerabilities in smart contracts, and show how property-based testing would have found them: 1. the Dexter1 token exchange; 2. the iToken; 3. the ICO of Brave's BAT token. The last example is, in…

Logic in Computer Science · Computer Science 2022-10-07 Mikkel Milo , Eske Hoy Nielsen , Danil Annenkov , Bas Spitters

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

We elaborate on a metamorphic approach for testing industrial control systems. The proposed approach consists of two phases: an exploration phase in which we learn about fault patterns of the system under test and an exploitation phase…

Software Engineering · Computer Science 2022-08-22 Gaadha Sudheerbabu , Tanwir Ahmad , Filip Sebek , Dragos Truscan , Jüri Vain , Ivan Porres

An oracle is a mechanism to decide whether the outputs of the program for the executed test cases are correct. For machine learning programs, such oracle is not available or too difficult to apply. Metamorphic testing is a testing approach…

Software Engineering · Computer Science 2022-09-02 Madhusudan Srinivasan , Upulee Kanewala

With its unique advantages such as decentralization and immutability, blockchain technology has been widely used in various fields in recent years. The smart contract running on the blockchain is also playing an increasingly important role…

Cryptography and Security · Computer Science 2021-06-22 Mengjie Ding , Peiru Li , Shanshan Li , He Zhang

Smart contracts are small programs on the blockchain that often handle valuable assets. Vulnerabilities in smart contracts can be costly, as time has shown over and over again. Countermeasures are high in demand and include best practice…

Software Engineering · Computer Science 2023-05-03 Monika di Angelo , Gernot Salzer

In this paper, we present the Metamorphic Testing of an in-use deep learning based forecasting application. The application looks at the past data of system characteristics (e.g. `memory allocation') to predict outages in the future. We…

Machine Learning · Computer Science 2019-07-17 Anurag Dwarakanath , Manish Ahuja , Sanjay Podder , Silja Vinu , Arijit Naskar , Koushik MV

Smart contract vulnerabilities have caused billions in financial losses, raising questions about whether programming language paradigms can reduce security overhead. While imperative languages like Solidity require developers to manually…

Software Engineering · Computer Science 2026-05-22 Matteo Vaccargiu , Andrea Pinna , Maria Ilaria Lunesu , Giuseppe Destefanis

This paper presents VulnSense framework, a comprehensive approach to efficiently detect vulnerabilities in Ethereum smart contracts using a multimodal learning approach on graph-based and natural language processing (NLP) models. Our…

Cryptography and Security · Computer Science 2023-09-18 Phan The Duy , Nghi Hoang Khoa , Nguyen Huu Quyen , Le Cong Trinh , Vu Trung Kien , Trinh Minh Hoang , Van-Hau Pham

Smart contracts are programs running on top of blockchain platforms. They interact with each other through well-defined interfaces to perform financial transactions in a distributed system with no trusted third parties. But these interfaces…

Cryptography and Security · Computer Science 2019-02-19 Yu Feng , Emina Torlak , Rastislav Bodik

The evaluation of smart contract reputability is essential to foster trust in decentralized ecosystems. However, existing methods that rely solely on code analysis or transactional data, offer limited insight into evolving trustworthiness.…

Machine Learning · Computer Science 2025-04-01 Cyrus Malik , Josef Bajada , Joshua Ellul

With the booming development of blockchain technology, smart contracts have been widely used in finance, supply chain, Internet of things and other fields in recent years. However, the security problems of smart contracts become…

Cryptography and Security · Computer Science 2026-02-03 Huanhuan Zou , Zongwei Li , Xiaoqi Li

Blockchain technologies, such as smart contracts, present a unique interface for machine-to-machine communication that provides a secure, append-only record that can be shared without trust and without a central administrator. We study the…

Computers and Society · Computer Science 2019-01-09 Yuichi Hanada , Luke Hsiao , Philip Levis

The growing adoption of smart contracts on blockchains poses new security risks that can lead to significant monetary loss, while existing approaches either provide no (or partial) security guarantees for smart contracts or require huge…

Programming Languages · Computer Science 2021-03-04 Shaokai Lin , Xinyuan Sun , Jianan Yao , Ronghui Gu

Smart contracts deployed on blockchain platforms are vulnerable to various security vulnerabilities. However, only a small number of Ethereum contracts have released their source code, so vulnerability detection at the bytecode level is…

Cryptography and Security · Computer Science 2026-02-03 Jiuyang Bu , Wenkai Li , Zongwei Li , Zeng Zhang , Xiaoqi Li

Over the last few years, there has been substantial research on automated analysis, testing, and debugging of Ethereum smart contracts. However, it is not trivial to compare and reproduce that research. To address this, we present…

Software Engineering · Computer Science 2020-07-13 João F. Ferreira , Pedro Cruz , Thomas Durieux , Rui Abreu