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Automated f ault detection and monitoring in engineering are critical but frequently difficult owing to the necessity for collecting and labeling large amounts of defective samples . We present an unsupervised method that uses the high end…

Computer Vision and Pattern Recognition · Computer Science 2024-07-10 Ahmed Maged , Herman Shen

With the rapid development and large-scale popularity of program software, modern society increasingly relies on software systems. However, the problems exposed by software have also come to the fore. Software defect has become an important…

Software Engineering · Computer Science 2023-05-16 Kai Huang , Zhengzi Xu , Su Yang , Hongyu Sun , Xuejun Li , Zheng Yan , Yuqing Zhang

In programming education, plagiarism and misuse of artificial intelligence (AI) assistance are emerging issues. However, not many relevant studies are focused on web programming. We plan to develop automated tools to help instructors…

Based on developer needs and usage scenarios, API (Application Programming Interface) recommendation is the process of assisting developers in finding the required API among numerous candidate APIs. Previous studies mainly modeled API…

Software Engineering · Computer Science 2023-09-14 Yafeng Gu , Yiheng Shen , Xiang Chen , Shaoyu Yang , Yiling Huang , Zhixiang Cao

Large Language Model (LLM)-based agents increasingly rely on APIs to operate complex web applications, but rapid evolution often leads to incomplete or inconsistent API documentation. Existing work falls into two categories: (1) static,…

Software Engineering · Computer Science 2026-03-26 Yanjing Yang , Chenxing Zhong , Ke Han , Zeru Cheng , Jinwei Xu , Xin Zhou , He Zhang , Bohan Liu

Most of the web services are offered in the form of RESTful APIs. This has led to an active research interest in API testing to ensure the reliability of these services. While most of the testing techniques proposed in the past rely on the…

Software Engineering · Computer Science 2025-01-31 Devika Sondhi , Ananya Sharma , Diptikalyan Saha

Modern web dashboards and enterprise applications increasingly rely on complex, distributed microservices architectures. While these architectures offer scalability, they introduce significant challenges in debugging and observability. When…

Software Engineering · Computer Science 2026-02-18 Devendra Tata , Mona Rajhans

Automatic program repair (APR) has recently gained attention because it proposes to fix software defects with no human intervention. To automatically fix defects, most APR tools use the developer-written tests to (a) localize the defect,…

Software Engineering · Computer Science 2021-04-19 Manish Motwani

Large language models (LLMs), pre-trained or fine-tuned on large code corpora, have shown effectiveness in generating code completions. However, in LLM-based code completion, LLMs may struggle to use correct and up-to-date Application…

Software Engineering · Computer Science 2025-02-14 Chong Wang , Kaifeng Huang , Jian Zhang , Yebo Feng , Lyuye Zhang , Yang Liu , Xin Peng

Code comments can help in program comprehension and are considered as important artifacts to help developers in software maintenance. However, the comments are mostly missing or are outdated, specially in complex software projects. As a…

Software Engineering · Computer Science 2021-03-22 Ramin Shahbazi , Rishab Sharma , Fatemeh H. Fard

Digital tool-based agents, powered by Large Language Models (LLMs), that invoke external Application Programming Interfaces (APIs) often rely on documentation to understand API functionality. However, such documentation is frequently…

Artificial Intelligence · Computer Science 2025-11-13 Bhrij Patel , Ashish Jagmohan , Aditya Vempaty

In dynamic Windows malware detection, deep learning models are extensively deployed to analyze API sequences. Methods based on API sequences play a crucial role in malware prevention. However, due to the continuous updates of APIs and the…

Cryptography and Security · Computer Science 2025-11-24 Xingyuan Wei , Ce Li , Qiujian Lv , Ning Li , Degang Sun , Yan Wang

With the growth of the open-source data science community, both the number of data science libraries and the number of versions for the same library are increasing rapidly. To match the evolving APIs from those libraries, open-source…

Software Engineering · Computer Science 2021-02-16 Ansong Ni , Daniel Ramos , Aidan Yang , Inês Lynce , Vasco Manquinho , Ruben Martins , Claire Le Goues

Large Language Models (LLMs) are increasingly used to build autonomous agents that perform complex tasks with external tools, often exposed through APIs in enterprise systems. Direct use of these APIs is difficult due to the complex input…

Tools focused on cryptographic API misuse often detect the most basic expressions of the vulnerable use, and are unable to detect non-trivial variants. The question of whether tools should be designed to detect such variants can only be…

Cryptography and Security · Computer Science 2025-10-16 Victor Olaiya , Adwait Nadkarni

To save manual effort, developers often translate programs from one programming language to another, instead of implementing it from scratch. Translating application program interfaces (APIs) used in one language to functionally equivalent…

Machine Learning · Computer Science 2019-06-11 Nghi D. Q. Bui , Yijun Yu , Lingxiao Jiang

[Background] Previous research has shown that developers commonly misuse cryptography APIs. [Aim] We have conducted an exploratory study to find out how crypto APIs are used in open-source Java projects, what types of misuses exist, and why…

Cryptography and Security · Computer Science 2020-09-03 Mohammadreza Hazhirpasand , Mohammad Ghafari , Oscar Nierstrasz

Nowadays, malware and malware incidents are increasing daily, even with various antivirus systems and malware detection or classification methodologies. Machine learning techniques have been the main focus of the security experts to detect…

Cryptography and Security · Computer Science 2022-08-05 Berkant Düzgün , Aykut Çayır , Ferhat Demirkıran , Ceyda Nur Kahya , Buket Gençaydın , Hasan Dağ

In modern software development, Python third-party libraries play a critical role, especially in fields like deep learning and scientific computing. However, API parameters in these libraries often change during evolution, leading to…

Software Engineering · Computer Science 2025-12-24 Shuai Zhang , Guanping Xiao , Jun Wang , Huashan Lei , Gangqiang He , Yepang Liu , Zheng Zheng

Web APIs may have constraints on parameters, such that not all parameters are either always required or always optional. Moreover, the presence or value of one parameter could cause another parameter to be required, or parameters could have…

Software Engineering · Computer Science 2021-02-02 Henk Grent , Aleksei Akimov , Maurício Aniche
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