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The democratization of open-source Large Language Models (LLMs) allows users to fine-tune and deploy models on local infrastructure but exposes them to a First Mile deployment landscape. Unlike black-box API consumption, the reliability of…

Software Engineering · Computer Science 2026-01-21 Guangba Yu , Zirui Wang , Yujie Huang , Renyi Zhong , Yuedong Zhong , Yilun Wang , Michael R. Lyu

Third-party libraries are a central building block to develop software systems. However, outdated third-party libraries are commonly used, and developers are usually less aware of the potential risks. Therefore, a quantitative and holistic…

Software Engineering · Computer Science 2020-02-26 Ying Wang , Bihuan Chen , Kaifeng Huang , Bowen Shi , Congying Xu , Xin Peng , Yang Liu , Yijian Wu

As machine learning (ML) becomes an integral part of high-autonomy systems, it is critical to ensure the trustworthiness of learning-enabled software systems (LESS). Yet, the nondeterministic and run-time-defined semantics of ML complicate…

Software Engineering · Computer Science 2025-12-10 Nan Jia , Anita Raja , Raffi Khatchadourian

The sources of reliable, code-level information about vulnerabilities that affect open-source software (OSS) are scarce, which hinders a broad adoption of advanced tools that provide code-level detection and assessment of vulnerable OSS…

Software Engineering · Computer Science 2021-05-10 Therese Fehrer , Rocío Cabrera Lozoya , Antonino Sabetta , Dario Di Nucci , Damian A. Tamburri

Reusing existing solutions in the form of third-party libraries is common practice when writing software. Package managers are used to manage dependencies to third-party libraries by automating the process of installing and updating the…

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

Software intensively depends on external libraries whose relevance may change during its life cycle. As a consequence, software developers must periodically reconsider the libraries they depend on, and must think about \textit{library…

Software Engineering · Computer Science 2013-06-27 Cédric Teyton , Jean-Rémy Falleri , Marc Palyart , Xavier Blanc

As machine learning (ML) and artificial intelligence (AI) technologies become more widespread, concerns about their environmental impact are increasing due to the resource-intensive nature of training and inference processes. Green AI…

Software Engineering · Computer Science 2025-01-06 Vincenzo De Martino , Silverio Martínez-Fernández , Fabio Palomba

Easy and mostly free access to the internet has resulted in the growing use of open source software (OSS). However, it is a common perception that closed proprietary software is still superior in areas such as software maintenance and…

Software Engineering · Computer Science 2015-12-01 Arif Raza , Luiz Fernando Capretz , Faheem Ahmed

Popular adoption of third-party libraries for contemporary software development has led to the creation of large inter-dependency networks, where sustainability issues of a single library can have widespread network effects. Maintainers of…

Open-source libraries are widely used by software developers to speed up the development of products, however, they can introduce security vulnerabilities, leading to incidents like Log4Shell. With the expanding usage of open-source…

Cross-lingual transfer learning is an important property of multilingual large language models (LLMs). But how do LLMs represent relationships between languages? Every language model has an input layer that maps tokens to vectors. This…

Computation and Language · Computer Science 2023-12-19 Andrea W Wen-Yi , David Mimno

Third-party libraries (TPLs) are frequently reused in software to reduce development cost and the time to market. However, external library dependencies may introduce vulnerabilities into host applications. The issue of library dependency…

Software Engineering · Computer Science 2022-09-21 Wei Tang , Zhengzi Xu , Chengwei Liu , Jiahui Wu , Shouguo Yang , Yi Li , Ping Luo , Yang Liu

The recent popularity of large language models (LLMs) has brought a significant impact to boundless fields, particularly through their open-ended ecosystem such as the APIs, open-sourced models, and plugins. However, with their widespread…

Machine Learning · Computer Science 2023-08-31 Wentao Ye , Mingfeng Ou , Tianyi Li , Yipeng chen , Xuetao Ma , Yifan Yanggong , Sai Wu , Jie Fu , Gang Chen , Haobo Wang , Junbo Zhao

Database Management Systems (DBMSs) are widely used to store, retrieve, and manage the data handled by modern applications. Although prior work has studied the co-evolution of DBMSs and application source code, less is known about DBMS…

Third-party libraries are crucial to the development of software projects. To get suitable libraries, developers need to search through millions of libraries by filtering, evaluating, and comparing. The vast number of libraries places a…

Software Engineering · Computer Science 2020-05-26 Zhensu Sun , Yan Liu , Ziming Cheng , Chen Yang , Pengyu Che

We present the design of a new functional programming language, MLTS, that uses the lambda-tree syntax approach to encoding bindings appearing within data structures. In this approach, bindings never become free nor escape their scope:…

Programming Languages · Computer Science 2019-08-13 Ulysse Gérard , Dale Miller , Gabriel Scherer

Large Language Model (LLM) libraries have emerged as the foundational infrastructure powering today's AI revolution, serving as the backbone for LLM deployment, inference optimization, fine-tuning, and production serving across diverse…

Software Engineering · Computer Science 2025-06-17 Weipeng Jiang , Xiaoyu Zhang , Xiaofei Xie , Jiongchi Yu , Yuhan Zhi , Shiqing Ma , Chao Shen

In many academic disciplines, software is created during the research process or for a research purpose. The crucial role of software for research is increasingly acknowledged. The application of software engineering to research software…

Software Engineering · Computer Science 2025-12-02 Stephan Druskat , Lars Grunske

Library migration is the process of replacing a library with a similar one in a software project. Manual library migration is time consuming and error prone, as it requires developers to understand the Application Programming Interfaces…

Software Engineering · Computer Science 2026-02-25 Mohayeminul Islam , Ajay Kumar Jha , May Mahmoud , Sarah Nadi

Modern software systems are increasingly dependent on third-party libraries. It is widely recognized that using mature and well-tested third-party libraries can improve developers' productivity, reduce time-to-market, and produce more…

Software Engineering · Computer Science 2016-12-07 Mohamed Aymen Saied , Ali Ouni , Houari Sahraoui , Raula Gaikovina Kula , Katsuro Inoue , David Lo
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