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Python's dynamic typing mechanism, while promoting flexibility, is a significant source of runtime type errors that plague large-scale software, which inspires the automatic type inference techniques. Existing type inference tools have…

Software Engineering · Computer Science 2025-12-29 Shuo Sun , Shixin Zhang , Jiwei Yan , Jun Yan , Jian Zhang

Modern software development relies on package ecosystems where a single declared dependency can pull in many additional transitive packages. This dependency amplification, defined as the ratio of transitive to direct dependencies, has major…

Software Engineering · Computer Science 2025-12-18 Jahidul Arafat

Background: Previous studies have shown that up to 99.59 % of the Java apps using crypto APIs misuse the API at least once. However, these studies have been conducted on Java and C, while empirical studies for other languages are missing.…

Software Engineering · Computer Science 2021-09-03 Anna-Katharina Wickert , Lars Baumgärtner , Florian Breitfelder , Mira Mezini

Background: Widespread use of third-party libraries makes ecosystems like Node Package Manager (npm) critical to modern software development. However, this interconnected chain of dependencies also creates challenges: bugs in one library…

Software Engineering · Computer Science 2025-11-10 Mohammadreza Saeidi , Ethan Thoma , Raula Gaikovina Kula , Gema Rodríguez-Pérez

Python, as a multi-paradigm language known for its ease of integration with other languages, has gained significant attention among verification engineers recently. A Python-based verification environment capitalizes on open-source…

Hardware Architecture · Computer Science 2024-07-16 Deepak Narayan Gadde , Suruchi Kumari , Aman Kumar

The context of this work is specification, detection and ultimately removal of detectable harmful patterns in source code that are associated with defects in design and implementation of software. In particular, we investigate five code…

Software Engineering · Computer Science 2017-04-03 Nicole Vavrová , Vadim Zaytsev

Software developers use Application Programming Interfaces (APIs) of libraries and frameworks extensively while writing programs. In this context, the recommendations provided in code completion pop-ups help developers choose the desired…

Software Engineering · Computer Science 2016-09-01 Andrea Renika D'Souza , Di Yang , Cristina V. Lopes

Being the most widely used language across the world due to its simplicity and with 35 keywords (v3.7), Python attracts both hardware and software engineers. Python-based verification environment leverages open-source libraries such as…

Hardware Architecture · Computer Science 2024-07-16 Deepak Narayan Gadde , Suruchi Kumari , Aman Kumar

Although using third-party libraries is common practice when writing software, vulnerabilities may be found even in well-known libraries. Detected vulnerabilities are often fixed quickly in the library code. The easiest way to include these…

Software Engineering · Computer Science 2023-05-23 Kristiina Rahkema , Dietmar Pfahl

The rise of user-contributed Open Source Software (OSS) ecosystems demonstrate their prevalence in the software engineering discipline. Libraries work together by depending on each other across the ecosystem. From these ecosystems emerges a…

Software Engineering · Computer Science 2017-09-15 Raula Gaikovina Kula , Ali Ouni , Daniel M. German , Katsuro Inoue

Python is known to be a versatile language, well suited both for beginners and advanced users. Some elements of the language are easier to understand than others: some are found in any kind of code, while some others are used only by…

The incorporation and adaptation of style guides play an essential role in software development, influencing code formatting, naming conventions, and structure to enhance readability and simplify maintenance. However, many of these guides…

Software Engineering · Computer Science 2024-08-28 Pablo Roberto , Rohit Gheyi , José Aldo Silva da Costa , Márcio Ribeiro

Third-party library reuse has become common practice in contemporary software development, as it includes several benefits for developers. Library dependencies are constantly evolving, with newly added features and patches that fix bugs in…

Software Engineering · Computer Science 2017-09-15 Raula Gaikovina Kula , Daniel M. German , Ali Ouni , Takashi Ishio , Katsuro Inoue

This paper examines software vulnerabilities in common Python packages used particularly for web development. The empirical dataset is based on the PyPI package repository and the so-called Safety DB used to track vulnerabilities in…

Software Engineering · Computer Science 2019-03-12 Jukka Ruohonen

While attackers often distribute malware to victims via open-source, community-driven package repositories, these repositories do not currently run automated malware detection systems. In this work, we explore the security goals of the…

Cryptography and Security · Computer Science 2023-09-19 Duc-Ly Vu , Zachary Newman , John Speed Meyers

A risk in adopting third-party dependencies into an application is their potential to serve as a doorway for malicious code to be injected (most often unknowingly). While many initiatives from both industry and research communities focus on…

Software Engineering · Computer Science 2023-09-11 Supatsara Wattanakriengkrai , Raula Gaikovina Kula , Christoph Treude , Kenichi Matsumoto

Software systems rely heavily on open source software (OSS) libraries, which offer benefits but also pose risks. When vulnerabilities arise, the OSS community may struggle to address them due to inactivity or lack of resources. Research…

Software Engineering · Computer Science 2025-08-07 Alexandros Tsakpinis , Alexander Pretschner

Many techniques were proposed for detecting software misconfigurations in cloud systems and for diagnosing unintended behavior caused by such misconfigurations. Detection and diagnosis are steps in the right direction: misconfigurations…

Software Engineering · Computer Science 2021-02-24 Yuanliang Zhang , Haochen He , Owolabi Legunsen , Shanshan Li , Wei Dong , Tianyin Xu

This paper presents Deepchecks, a Python library for comprehensively validating machine learning models and data. Our goal is to provide an easy-to-use library comprising of many checks related to various types of issues, such as model…

Software developers create and share code online to demonstrate programming language concepts and programming tasks. Code snippets can be a useful way to explain and demonstrate a programming concept, but may not always be directly…

Software Engineering · Computer Science 2018-08-16 Eric Horton , Chris Parnin
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