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Many Ethereum smart contracts rely on block attributes such as block.timestamp or blockhash to generate random numbers for applications like lotteries and games. However, these values are predictable and miner-manipulable, creating the Bad…

Cryptography and Security · Computer Science 2026-01-16 Hadis Rezaei , Rahim Taheri , Francesco Palmieri

Deep learning (DL) libraries are widely used in critical applications, where even subtle silent bugs can lead to serious consequences. While existing DL fuzzing techniques have made progress in detecting crashes, they inherently struggle to…

Software Engineering · Computer Science 2026-03-02 Kunpeng Zhang , Dongwei Xiao , Daoyuan Wu , Shuai Wang , Jiali Zhao , Yuanyi Lin , Tongtong Xu , Shaohua Wang

Ethereum is a permissionless blockchain ecosystem that supports execution of smart contracts, the key enablers of decentralized finance (DeFi) and non-fungible tokens (NFT). However, the expressiveness of Ethereum smart contracts is a…

Cryptography and Security · Computer Science 2023-01-24 Nikolay Ivanov , Qiben Yan , Anurag Kompalli

The Ethereum blockchain platform supports the execution of decentralised applications or smart contracts. These typically hold and transfer digital currency to other parties on the platform; however, they have been subject to numerous…

Programming Languages · Computer Science 2019-04-16 Franklin Schrans , Daniel Hails , Alexander Harkness , Sophia Drossopoulou , Susan Eisenbach

Decentralized finance (DeFi) protocols are crypto projects developed on the blockchain to manage digital assets. Attacks on DeFi have been frequent and have resulted in losses exceeding $80 billion. Current tools detect and locate possible…

Cryptography and Security · Computer Science 2025-11-04 Xiaoqi Li , Wenkai Li , Zhiquan Liu , Yuqing Zhang , Yingjie Mao

With the development of Web 3.0 which emphasizes decentralization, blockchain technology ushers in its revolution and also brings numerous challenges, particularly in the field of cryptocurrency. Recently, a large number of criminal…

Machine Learning · Computer Science 2024-04-02 Chengxiang Jin , Jiajun Zhou , Jie Jin , Jiajing Wu , Qi Xuan

The adoption of blockchain based distributed ledgers is growing fast due to their ability to provide reliability, integrity, and auditability without trusted entities. One of the key capabilities of these emerging platforms is the ability…

Cryptography and Security · Computer Science 2019-01-23 Anastasia Mavridou , Aron Laszka , Emmanouela Stachtiari , Abhishek Dubey

Ethereum has officially provided a set of system-level cryptographic APIs to enhance smart contracts with cryptographic capabilities. These APIs have been utilized in over 10% of Ethereum transactions, motivating developers to implement…

Cryptography and Security · Computer Science 2024-08-12 Jiashuo Zhang , Yiming Shen , Jiachi Chen , Jianzhong Su , Yanlin Wang , Ting Chen , Jianbo Gao , Zhong Chen

Smart contract (SC) fuzzing is a critical technique for detecting vulnerabilities in blockchain applications. However, its adoption remains challenging for practitioners due to fundamental differences between SCs and traditional software…

Human-Computer Interaction · Computer Science 2025-06-10 Guanming Qiao , Partha Protim Paul

Smart contract vulnerabilities have led to billions in losses, yet finding actionable exploits remains challenging. Traditional fuzzers rely on rigid heuristics and struggle with complex attacks, while human auditors are thorough but slow…

Cryptography and Security · Computer Science 2026-01-13 Arthur Gervais , Liyi Zhou

Recent years have seen smart contracts are getting increasingly popular in building trustworthy decentralized applications. Previous research has proposed static and dynamic techniques to detect vulnerabilities in smart contracts. These…

Software Engineering · Computer Science 2022-07-06 Jiaming Ye , Mingliang Ma , Yun Lin , Lei Ma , Yinxing Xue , Jianjun Zhao

This study analyzes the application of code-generating Large Language Models in the creation of immutable Solidity smart contracts on the Ethereum Blockchain. Other works have previously analyzed Artificial Intelligence code generation…

Software Engineering · Computer Science 2024-11-06 Siddhartha Chatterjee , Bina Ramamurthy

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

Large language models (LLMs) are increasingly deployed in realworld applications, yet concerns about their fairness persist especially in highstakes domains like criminal justice, education, healthcare, and finance. This paper introduces…

Computation and Language · Computer Science 2025-08-15 Hugo Massaroli , Leonardo Iara , Emmanuel Iarussi , Viviana Siless

The Ethereum Virtual Machine (EVM) is a decentralized computing engine. It enables the Ethereum blockchain to execute smart contracts and decentralized applications (dApps). The increasing adoption of Ethereum sparked the rise of phishing…

Cryptography and Security · Computer Science 2025-06-25 Pasquale De Rosa , Simon Queyrut , Yérom-David Bromberg , Pascal Felber , Valerio Schiavoni

Smart contracts are decentralized applications built atop blockchains like Ethereum. Recent research has shown that large language models (LLMs) have potential in auditing smart contracts, but the state-of-the-art indicates that even GPT-4…

Software Engineering · Computer Science 2024-09-17 Wei Ma , Daoyuan Wu , Yuqiang Sun , Tianwen Wang , Shangqing Liu , Jian Zhang , Yue Xue , Yang Liu

The rise of blockchain has brought smart contracts into mainstream use, creating a demand for smart contract generation tools. While large language models (LLMs) excel at generating code in general-purpose languages, their effectiveness on…

Software Engineering · Computer Science 2026-01-14 Zhifan Ye , Jiachi Chen , Zhenzhe Shao , Lingfeng Bao , Xiaohu Yang , Zhongxin Liu

In recent years, Ethereum gained tremendously in popularity, growing from a daily transaction average of 10K in January 2016 to an average of 500K in January 2020. Similarly, smart contracts began to carry more value, making them appealing…

Cryptography and Security · Computer Science 2021-01-18 Christof Ferreira Torres , Antonio Ken Iannillo , Arthur Gervais , Radu State

Recently, the birth of non-fungible tokens (NFTs) has attracted great attention. NFTs are capable of representing users' ownership on the blockchain and have experienced tremendous market sales due to their popularity. Unfortunately, the…

Software Engineering · Computer Science 2023-08-07 Shuo Yang , Jiachi Chen , Zibin Zheng

Solana has quickly emerged as a popular platform for building decentralized applications (DApps), such as marketplaces for non-fungible tokens (NFTs). A key reason for its success are Solana's low transaction fees and high performance,…

Cryptography and Security · Computer Science 2024-12-17 Sven Smolka , Jens-Rene Giesen , Pascal Winkler , Oussama Draissi , Lucas Davi , Ghassan Karame , Klaus Pohl