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Large Language Models (LLMs) have demonstrated potential in predicting mental health outcomes from online text, yet traditional classification methods often lack interpretability and robustness. This study evaluates structured reasoning…

Computation and Language · Computer Science 2026-01-09 Avinash Patil , Amardeep Kour Gedhu

Smart contracts - computer protocols that regulate the exchange of crypto-assets in trustless environments - have become popular with the spread of blockchain technologies. A landmark security property of smart contracts is liquidity: in a…

Cryptography and Security · Computer Science 2023-06-22 Massimo Bartoletti , Stefano Lande , Maurizio Murgia , Roberto Zunino

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…

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

Malicious developer intents in smart contracts constitute significant security threats to decentralized applications, leading to substantial economic losses. Prior work introduced SmartIntentNN, a deep learning model for detecting unsafe…

Software Engineering · Computer Science 2026-04-07 Youwei Huang , Jianwen Li , Bin Hu , Sen Fang , Yao Li , Peng Yang

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

Security code review is a time-consuming and labor-intensive process typically requiring integration with automated security defect detection tools. However, existing security analysis tools struggle with poor generalization, high false…

Software Engineering · Computer Science 2026-05-12 Jiaxin Yu , Peng Liang , Yujia Fu , Amjed Tahir , Mojtaba Shahin , Chong Wang , Yangxiao Cai

Smart contracts written in Solidity are widely used in different blockchain platforms such as Ethereum, TRON and BNB Chain. One of the unique designs in Solidity smart contracts is its state-reverting mechanism for error handling and access…

Software Engineering · Computer Science 2024-06-25 Zeqin Liao , Sicheng Hao , Yuhong Nan , Zibin Zheng

Blockchain smart contracts have catalyzed the development of decentralized applications across various domains, including decentralized finance. However, due to constraints in computational resources and the prevalence of data silos,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-09 Youquan Xian , Xueying Zeng , Duancheng Xuan , Danping Yang , Chunpei Li , Peng Fan , Peng Liu

Smart contracts are computer programs that run on blockchain platforms, with Solidity being the most widely used language for their development. As blockchain technology advances, smart contracts have become increasingly important across…

Software Engineering · Computer Science 2025-06-05 Lantian Li , Zhihao Liu , Zhongxing Yu

Ethereum has become a widely used platform to enable secure, Blockchain-based financial and business transactions. However, a major concern in Ethereum is the security of its smart contracts. Many identified bugs and vulnerabilities in…

Software Engineering · Computer Science 2020-05-21 Zhipeng Gao , Vinoj Jayasundara , Lingxiao Jiang , Xin Xia , David Lo , John Grundy

The introduction of large language models (LLMs) like ChatGPT and Google Palm2 for smart contract generation seems to be the first well-established instance of an AI pair programmer. LLMs have access to a large number of open-source smart…

Software Engineering · Computer Science 2023-08-22 Rabimba Karanjai , Edward Li , Lei Xu , Weidong Shi

Ethereum smart contracts are an innovation built on top of the blockchain technology, which provides a platform for automatically executing contracts in an anonymous, distributed, and trusted way. The problem is magnified by the fact that…

Cryptography and Security · Computer Science 2019-11-07 Jialiang Chang , Bo Gao , Hao Xiao , Jun Sun , Yan Cai , Zijiang Yang

Front-running attacks have been a major concern on the blockchain. Attackers launch front-running attacks by inserting additional transactions before upcoming victim transactions to manipulate victim transaction executions and make profits.…

Software Engineering · Computer Science 2023-05-04 Wuqi Zhang , Lili Wei , Shing-Chi Cheung , Yepang Liu , Shuqing Li , Lu Liu , Michael R. Lyu

With the escalating prevalence of malicious activities exploiting vulnerabilities in blockchain systems, there is an urgent requirement for robust attack detection mechanisms. To address this challenge, this paper presents a novel…

Smart Contracts are software programs that are deployed and executed within a blockchain infrastructure. Due to their immutable nature, directly resulting from the specific characteristics of the deploying infrastructure, smart contracts…

Software Engineering · Computer Science 2021-05-11 Morena Barboni , Andrea Morichetta , Andrea Polini

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

Securing Internet of Things (IoT) firmware remains difficult due to proprietary binaries, stripped symbols, heterogeneous architectures, and limited access to executable code. Existing analysis methods, such as static analysis, symbolic…

Cryptography and Security · Computer Science 2025-12-24 Saeid Jamshidi , Omar Abdul-Wahab , Martine Bellaïche , Foutse Khomh

Smart contracts deployed on blockchains such as Ethereum routinely manage large amounts of assets, making their security critical. Empirical studies show that real-world attacks often exploit flaws in the business logic of contracts that…

Cryptography and Security · Computer Science 2026-04-16 Massimo Bartoletti , Angelo Ferrando , Enrico Lipparini , Vadim Malvone

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