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Related papers: Characterizing Python Library Migrations

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Modern software systems have transitioned from purely code-based architectures to AI-integrated systems where pre-trained models (PTMs) serve as permanent dependencies. However, while the evolution of traditional software libraries is…

Software Engineering · Computer Science 2026-04-21 Peerachai Banyongrakkul , Mansooreh Zahedi , Christoph Treude , Haoyu Gao , Patanamon Thongtanunam

Continuous Integration (CI) is a widely adopted practice for faster code change integration and testing. Developers often migrate between CI systems in pursuit of features like matrix building or better logging. However, this migration is…

Software Engineering · Computer Science 2024-07-04 Dhia Elhaq Rzig , Alaa Houerbi , Chungha Sung , Foyzul Hassan

To remain competitive in a fast changing environment, many companies started to migrate their legacy applications towards a Microservices architecture. Such extensive migration processes require careful planning and consideration of…

Software Engineering · Computer Science 2020-01-22 Jonas Fritzsch , Justus Bogner , Stefan Wagner , Alfred Zimmermann

Program translation refers to migrating source code from one programming language to another. It has tremendous practical value in software development, as porting software across languages is time-consuming and costly. Automating program…

Software Engineering · Computer Science 2023-05-08 Wasi Uddin Ahmad , Md Golam Rahman Tushar , Saikat Chakraborty , Kai-Wei Chang

Despite being introduced only a few years ago, Large Language Models (LLMs) are already widely used by developers for code generation. However, their application in automating other Software Engineering activities remains largely…

Software Engineering · Computer Science 2024-09-27 Aylton Almeida , Laerte Xavier , Marco Tulio Valente

Maintenance is a critical stage in the software lifecycle, ensuring that post-release systems remain reliable, efficient, and adaptable. However, manual software maintenance is labor-intensive, time-consuming, and error-prone, which…

Software Engineering · Computer Science 2026-02-17 Zirui Chen , Xing Hu , Xin Xia , Xiaohu Yang

Modern software development depends on APIs to reuse code and increase productivity. As most software systems, these libraries and frameworks also evolve, which may break existing clients. However, the main reasons to introduce breaking…

Software Engineering · Computer Science 2018-08-09 Aline Brito , Laerte Xavier , Andre Hora , Marco Tulio Valente

In an era shaped by Generative Artificial Intelligence for code generation and the rising adoption of Python-based Machine Learning systems (MLS), software quality has emerged as a major concern. As these systems grow in complexity and…

Software Engineering · Computer Science 2026-04-02 Mohamed Almukhtar , Anwar Ghammam , Marouane Kessentini , Hua Ming

Dependency bloat is a persistent challenge in Python projects, which increases maintenance costs and security risks. While numerous tools exist for detecting unused dependencies in Python, removing these dependencies across the source code…

The rapid evolution of software libraries poses a considerable hurdle for code generation, necessitating continuous adaptation to frequent version updates while preserving backward compatibility. While existing code evolution benchmarks…

The recomputability and reproducibility of results from scientific software requires access to both the source code and all associated input and output data. However, the full collection of these resources often does not accompany the key…

Computational Engineering, Finance, and Science · Computer Science 2015-12-24 Christian T. Jacobs , Alexandros Avdis , Gerard J. Gorman , Matthew D. Piggott

The reuse and distribution of open-source software must be in compliance with its accompanying open-source license. In modern packaging ecosystems, maintaining such compliance is challenging because a package may have a complex…

Software Engineering · Computer Science 2023-08-14 Weiwei Xu , Hao He , Kai Gao , Minghui Zhou

Python software development heavily relies on third-party packages. Direct and transitive dependencies create a labyrinth of software supply chains. While it is convenient to reuse code, vulnerabilities within these dependency chains can…

Cryptography and Security · Computer Science 2026-03-11 Jacob Mahon , Chenxi Hou , Zhihao Yao

Modern software systems rely on dependency networks of reusable libraries, where breaking changes propagate and cause downstream consumers to fail. Despite growing research across ecosystems, no comprehensive synthesis exists. We conduct a…

Software Engineering · Computer Science 2026-05-26 Juntao Chen , Tingting Bi , Yanlin Wang , Patanamon Thongtanunam

Simultaneously modeling source code and natural language has many exciting applications in automated software development and understanding. Pursuant to achieving such technology, we introduce PyMT5, the Python method text-to-text transfer…

Machine Learning · Computer Science 2020-10-08 Colin B. Clement , Dawn Drain , Jonathan Timcheck , Alexey Svyatkovskiy , Neel Sundaresan

Software libraries are central to the functionality, security, and maintainability of modern code. As developers increasingly turn to Large Language Models (LLMs) to assist with programming tasks, understanding how these models recommend…

Software Engineering · Computer Science 2025-08-08 Jasmine Latendresse , SayedHassan Khatoonabadi , Emad Shihab

Local governments, as part of 'smart city' initiatives and to promote interoperability, are increasingly incorporating open-source software into their data management, analysis, and visualisation workflows. Python, with its concise and…

Computers and Society · Computer Science 2022-03-01 Gregor Herda , Robert McNabb

Python is known to be used by beginners to professional programmers. Python provides functionality to its community of users through PyPI libraries, which allows developers to reuse functionalities to an application. However, it is unknown…

Software libraries are the elementary building blocks of open source software ecosystems, extending the capabilities of programming languages beyond their standard libraries. Although ecosystem health is often quantified using data on…

Software Engineering · Computer Science 2024-11-25 Gábor Mészáros , Johannes Wachs

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