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Program analysis is a technique to reason about programs without executing them, and it has various applications in compilers, integrated development environments, and security. In this work, we present a machine learning pipeline that…

Programming Languages · Computer Science 2017-11-06 Wasuwee Sodsong , Bernhard Scholz , Sanjay Chawla

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

Solana is rapidly gaining traction among smart contract developers and users. However, its growing adoption has been accompanied by a series of major security incidents, which have spurred research into automated analysis techniques for…

Cryptography and Security · Computer Science 2026-03-18 Tobias Cloosters , Pascal Winkler , Jens-Rene Giesen , Ghassan Karame , Lucas Davi

Blockchain platforms and smart contracts are vulnerable to security breaches. Security breaches of smart contracts have led to huge financial losses in terms of cryptocurrencies and tokens. In this paper, we present a systematic survey of…

Cryptography and Security · Computer Science 2022-12-16 S. Vani , M. Doshi , A. Nanavati , A. Kundu

Smart contract developers frequently seek solutions to developmental challenges on Q&A platforms such as Stack Overflow (SO). Although community responses often provide viable solutions, the embedded code snippets can also contain hidden…

Software Engineering · Computer Science 2024-07-24 Jiachi Chen , Chong Chen , Jiang Hu , John Grundy , Yanlin Wang , Ting Chen , Zibin Zheng

Decompiler is a specialized type of reverse engineering tool extensively employed in program analysis tasks, particularly in program comprehension and vulnerability detection. However, current Solidity smart contract decompilers face…

Software Engineering · Computer Science 2025-10-17 Zeqin Liao , Yuhong Nan , Zixu Gao , Henglong Liang , Sicheng Hao , Peifan Reng , Zibin Zheng

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…

The industrial market continuously needs reliable solutions to secure autonomous systems. Especially as these systems become more complex and interconnected, reliable security solutions are becoming increasingly important. One promising…

Cryptography and Security · Computer Science 2025-06-30 Önder Gürcan

Smart contracts, closely intertwined with cryptocurrency transactions, have sparked widespread concerns about considerable financial losses of security issues. To counteract this, a variety of tools have been developed to identify…

Cryptography and Security · Computer Science 2025-02-26 Guokai Sun , Yuan Zhuang , Shuo Zhang , Xiaoyu Feng , Zhenguang Liu , Liguo Zhang

Static analysis remains one of the most popular approaches for detecting and correcting poor or vulnerable program code. It involves the examination of code listings, test results, or other documentation to identify errors, violations of…

Artificial Intelligence · Computer Science 2021-08-27 Fitzroy D. Nembhard , Marco M. Carvalho

Smart contracts are Turing-complete programs running on the blockchain. They are immutable and cannot be modified, even when bugs are detected. Therefore, ensuring smart contracts are bug-free and well-designed before deploying them to the…

Software Engineering · Computer Science 2021-03-24 Jiachi Chen , Xin Xia , David Lo , John Grundy , Xiapu Luo , Ting Chen

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

Deep Neural Networks (DNN) are increasingly used in a variety of applications, many of them with substantial safety and security concerns. This paper introduces DeepCheck, a new approach for validating DNNs based on core ideas from program…

Software Engineering · Computer Science 2018-07-30 Divya Gopinath , Kaiyuan Wang , Mengshi Zhang , Corina S. Pasareanu , Sarfraz Khurshid

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

With the rapid development of blockchain technology, smart contract security has become a critical challenge. Existing smart contract vulnerability detection methods face three main issues: (1) Insufficient quality of datasets, lacking…

Cryptography and Security · Computer Science 2024-11-12 Lei Yu , Shiqi Chen , Hang Yuan , Peng Wang , Zhirong Huang , Jingyuan Zhang , Chenjie Shen , Fengjun Zhang , Li Yang , Jiajia Ma

With the rapid growth of the NFT market, the security of smart contracts has become crucial. However, existing AI-based detection models for NFT contract vulnerabilities remain limited due to their complexity, while traditional manual…

Cryptography and Security · Computer Science 2026-01-21 Xin Wang , Xiaoqi Li

The increased adoption of smart contracts in many industries has made them an attractive target for cybercriminals, leading to millions of dollars in losses. Thus, deploying smart contracts with detected vulnerabilities (known to…

Software Engineering · Computer Science 2023-07-25 Pengcheng , Peng , Yun , Qingzhao , Tao , Dawn , Prateek , Sanjeev , Zhuotao , Xusheng

Software contracts allow programmers to state rich program properties using the full expressive power of an object language. However, since they are enforced at runtime, monitoring contracts imposes significant overhead and delays error…

Programming Languages · Computer Science 2017-11-13 Phuc C. Nguyen , Thomas Gilray , Sam Tobin-Hochstadt , David Van Horn

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

This paper presents SAILFISH, a scalable system for automatically finding state-inconsistency bugs in smart contracts. To make the analysis tractable, we introduce a hybrid approach that includes (i) a light-weight exploration phase that…

Cryptography and Security · Computer Science 2021-12-14 Priyanka Bose , Dipanjan Das , Yanju Chen , Yu Feng , Christopher Kruegel , Giovanni Vigna