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Understanding and explaining the structure of generated test inputs is essential for effective software testing and debugging. Existing approaches--including grammar-based fuzzers, probabilistic Context-Free Grammars (pCFGs), and Large…

Software Engineering · Computer Science 2026-04-09 Annaëlle Baiget , Jaron Maene , Seongmin Lee , Benjie Wang , Guy Van den Broeck , Miryung Kim

Mutation-based fuzzing is popular and effective in discovering unseen code and exposing bugs. However, only a few studies have concentrated on quantifying the importance of input bytes, which refers to the degree to which a byte contributes…

Cryptography and Security · Computer Science 2023-10-24 Kunpeng Zhang , Xiaogang Zhu , Xi Xiao , Minhui Xue , Chao Zhang , Sheng Wen

High-quality mathematical and logical datasets with verifiable answers are essential for strengthening the reasoning capabilities of large language models (LLMs). While recent data augmentation techniques have facilitated the creation of…

Artificial Intelligence · Computer Science 2026-05-29 Kai Xiong , Yanwei Huang , Rongjunchen Zhang , Kun Chen , Haipang Wu , Yingcai Wu

Fuzzing is a technique of finding bugs by executing a software recurrently with a large number of abnormal inputs. Most of the existing fuzzers consider all parts of a software equally, and pay too much attention on how to improve the code…

Cryptography and Security · Computer Science 2019-01-07 Yuwei Li , Shouling Ji , Chenyang Lv , Yuan Chen , Jianhai Chen , Qinchen Gu , Chunming Wu

High-performance computing often relies on parallel programming models such as MPI for distributed-memory systems. While powerful, these models are prone to subtle programming errors, leading to development of multiple correctness checking…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-23 Yussur Mustafa Oraji , Christian Bischof

Turing completeness has made Ethereum smart contracts attractive to blockchain developers and attackers alike. To increase code security, many tools can now spot most known vulnerabilities$-$at the cost of production efficiency. Recent…

Cryptography and Security · Computer Science 2024-10-23 Tommaso Oss , Carlos E. Budde

OneAPI is an open standard that supports cross-architecture software development with minimal effort from developers. It brings DPC++ and C++ compilers which need to be thoroughly tested to verify their correctness, reliability, and…

Cryptography and Security · Computer Science 2025-04-15 Rana Elnaggar , Brian Delgado , Jason M. Fung

Promptly porting patches from a source codebase to its variants (e.g., forks and branches) is essential for mitigating propagated defects and vulnerabilities. Recent studies have explored automated patch porting to reduce manual effort and…

Software Engineering · Computer Science 2026-04-03 Shengyi Pan , Zhongxin Liu , Jiayuan Zhou , Xing Hu , Xin Xia , Shanping Li

Early detection and resolution of duplicate and conflicting requirements can significantly enhance project efficiency and overall software quality. Researchers have developed various computational predictors by leveraging Artificial…

Software Engineering · Computer Science 2024-12-03 Summra Saleem , Muhammad Nabeel Asim , Andreas Dengel

Software vulnerabilities are constantly being reported and exploited in software products, causing significant impacts on society. In recent years, the main approach to vulnerability detection, fuzzing, has been integrated into the…

Software Engineering · Computer Science 2025-10-21 Tatsuya Shirai , Olivier Nourry , Yutaro Kashiwa , Kenji Fujiwara , Yasutaka Kamei , Hajimu Iida

Smart contracts, predominantly written in Solidity and deployed on blockchains such as Ethereum, are immutable after deployment, making functional correctness critical. However, existing evaluations of Solidity code generation rely largely…

Software Engineering · Computer Science 2026-01-28 Zaoyu Chen , Haoran Qin , Nuo Chen , Xiangyu Zhao , Lei Xue , Xiapu Luo , Xiao-Ming Wu

Rust is gaining popularity for its well-known memory safety guarantees and high performance, distinguishing it from C/C++ and JVM-based languages. Its compiler, rustc, enforces these guarantees through specialized mechanisms such as trait…

Programming Languages · Computer Science 2025-04-01 Zixi Liu , Yang Feng , Yunbo Ni , Shaohua Li , Xizhe Yin , Qingkai Shi , Baowen Xu , Zhendong Su

Fuzzing has proven to be very effective for discovering certain classes of software flaws, but less effective in helping developers process these discoveries. Conventional crash-based fuzzers lack enough information about failures to…

Cryptography and Security · Computer Science 2024-11-04 Allison Naaktgeboren , Sean Noble Anderson , Andrew Tolmach , Greg Sullivan

Recent research has sought to improve fuzzing performance via parallel computing. However, researchers focus on improving efficiency while ignoring the increasing cost of testing resources. Parallel fuzzing in the distributed environment…

Cryptography and Security · Computer Science 2022-11-16 Xu Zhou , Pengfei Wang , Chenyifan Liu , Tai Yue , Yingying Liu , Congxi Song , Kai Lu , Qidi Yin , Xu Han

Mutation testing consists of generating test cases that detect faults injected into software (generating mutants) which its original test suite could not. By running such an augmented set of test cases, it may discover actual faults that…

Software Engineering · Computer Science 2024-06-05 Jaekwon Lee , Enrico Viganò , Fabrizio Pastore , Lionel Briand

The exploitation of smart-contract vulnerabilities can have catastrophic consequences such as the loss of millions of pounds worth of crypto assets. Formal verification can be a useful tool in identifying vulnerabilities and proving that…

Programming Languages · Computer Science 2020-02-10 Pedro Antonino , A. W. Roscoe

Ethereum has become a widely used platform to enable secure, Blockchain-based financial and business transactions. However, many identified bugs and vulnerabilities in smart contracts have led to serious financial losses, which raises…

Software Engineering · Computer Science 2021-07-06 Zhipeng Gao

Version control relies on commit messages to convey the rationale for code changes, but these messages are often low quality and, more critically, inconsistent with their diffs-known as message-code inconsistency (MCI). MCIs mislead…

Software Engineering · Computer Science 2025-11-26 Qingyu Zhang , Puzhuo Liu , Peng Di , Chenxiong Qian

Invariants are essential for ensuring the security and correctness of Solidity smart contracts, particularly in the context of blockchain's immutability and decentralized execution. This paper introduces InvSol, a novel framework for…

Software Engineering · Computer Science 2024-09-18 Kartik Kaushik , Raju Halder , Samrat Mondal

Static code analysis tools are designed to aid software developers to build better quality software in less time, by detecting defects early in the software development life cycle. Even the most experienced developer regularly introduces…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-05 Manuel Arenaz , Xavier Martorell
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