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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

Hackers may create malicious solidity programs and deploy it in the Ethereum block chain. These malicious smart contracts try to attack legitimate programs by exploiting its vulnerabilities such as reentrancy, tx.origin attack, bad…

Cryptography and Security · Computer Science 2025-12-10 Roopak Surendran

Ensuring the correctness of smart contracts is critical, as even subtle flaws can lead to severe financial losses. While bug detection tools able to spot common vulnerability patterns can serve as a first line of defense, most real-world…

Cryptography and Security · Computer Science 2026-01-12 Massimo Bartoletti , Enrico Lipparini , Livio Pompianu

Smart contracts are programs running on a blockchain. They are immutable to change, and hence can not be patched for bugs once deployed. Thus it is critical to ensure they are bug-free and well-designed before deployment. A Contract defect…

Software Engineering · Computer Science 2020-04-20 Jiachi Chen , Xin Xia , David Lo , John Grundy , Daniel Xiapu Luo , Ting Chen

Smart contracts have been plagued by security incidents, which resulted in substantial financial losses. Given numerous research efforts in addressing the security issues of smart contracts, we wondered how software practitioners build…

Software Engineering · Computer Science 2021-03-30 Zhiyuan Wan , Xin Xia , David Lo , Jiachi Chen , Xiapu Luo , Xiaohu Yang

The increasing deployment of large language models (LLMs) in safety-critical applications raises fundamental challenges in systematically evaluating robustness against adversarial behaviors. Existing red-teaming practices are largely manual…

Smart contracts are regarded as one of the most promising and appealing notions in blockchain technology. Their self-enforcing and event-driven features make some online activities possible without a trusted third party. Nevertheless,…

Cryptography and Security · Computer Science 2021-02-16 Bin Hu , Zongyang Zhang , Jianwei Liu , Yizhong Liu , Jiayuan Yin , Rongxing Lu , Xiaodong Lin

The large-scale deployment of Solidity smart contracts on the Ethereum mainnet has increasingly attracted financially-motivated attackers in recent years. A few now-infamous attacks in Ethereum's history includes DAO attack in 2016 (50…

Cryptography and Security · Computer Science 2024-10-29 Md Tauseef Alam , Raju Halder , Abyayananda Maiti

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 contract vulnerabilities, particularly improper Access Control that allows unauthorized execution of restricted functions, have caused billions of dollars in losses. GitHub hosts numerous smart contract repositories containing source…

Software Engineering · Computer Science 2025-10-23 Chong Chen , Jiachi Chen , Lingfeng Bao , David Lo , Yanlin Wang , Zhenyu Shan , Ting Chen , Guangqiang Yin , Jianxing Yu , Zibin Zheng

Ethereum smart contracts are highly powerful, immutable, and able to retain massive amounts of tokens. However, smart contracts keep attracting attackers to benefit from smart contract flaws and Ethereum unexpected behavior. Thus,…

Cryptography and Security · Computer Science 2024-04-10 Wejdene Haouari , Abdelhakim Senhaji Hafid , Marios Fokaefs

With the frantic development of smart contracts on the Ethereum platform, its market value has also climbed. In 2016, people were shocked by the loss of nearly $50 million in cryptocurrencies from the DAO reentrancy attack. Due to the…

Software Engineering · Computer Science 2019-05-03 Xiaotao Feng , Qin Wang , Xiaogang Zhu , Sheng Wen

Smart contract vulnerabilities cost billions of dollars annually, yet existing automated analysis tools fail to generate deployable defenses. We present FLAMES, a novel automated approach that synthesizes executable runtime guards as…

Cryptography and Security · Computer Science 2025-10-27 Mojtaba Eshghie , Gabriele Morello , Matteo Lauretano , Alexandre Bartel , Martin Monperrus

Smart contracts concentrate high value assets and complex logic in small, immutable programs, where even minor bugs can cause major losses. Existing taxonomies and tools remain fragmented, organized around symptoms such as reentrancy rather…

Cryptography and Security · Computer Science 2025-11-13 Parsa Hedayatnia , Tina Tavakkoli , Hadi Amini , Mohammad Allahbakhsh , Haleh Amintoosi

Large language models (LLMs) can detect software vulnerabilities, but how do they actually identify vulnerable code? We address this question using mechanistic interpretability; analyzing the internal computations of a neural network to…

Cryptography and Security · Computer Science 2026-05-29 Syafiq Al Atiiq , Chun Zhou , Christian Gehrmann

Prompt leakage poses a compelling security and privacy threat in LLM applications. Leakage of system prompts may compromise intellectual property, and act as adversarial reconnaissance for an attacker. A systematic evaluation of prompt…

Cryptography and Security · Computer Science 2024-07-30 Divyansh Agarwal , Alexander R. Fabbri , Ben Risher , Philippe Laban , Shafiq Joty , Chien-Sheng Wu

Smart contracts can implement and automate parts of legal contracts, but ensuring their legal compliance remains challenging. Existing approaches such as formal specification, verification, and model-based development require expertise in…

Software Engineering · Computer Science 2025-06-03 Chanuka Wijayakoon , Hai Dong , H. M. N. Dilum Bandara , Zahir Tari , Anurag Soin

In this paper, we investigate the strategies adopted by Solidity developers to fix security vulnerabilities in smart contracts. Vulnerabilities are categorized using the DASP TOP 10 taxonomy, and fixing strategies are extracted from GitHub…

Smart contracts have transformed decentralized finance by enabling programmable, trustless transactions. However, their widespread adoption and growing financial significance have attracted persistent and sophisticated threats, such as…

Cryptography and Security · Computer Science 2025-08-13 Pasquale De Rosa , Pascal Felber , Valerio Schiavoni

Multi-tenant LLM serving frameworks widely adopt shared Key-Value caches to enhance efficiency. However, this creates side-channel vulnerabilities enabling prompt leakage attacks. Prior studies identified these attack surfaces yet focused…

Cryptography and Security · Computer Science 2026-02-25 Longxiang Wang , Xiang Zheng , Xuhao Zhang , Yao Zhang , Ye Wu , Cong Wang