English
Related papers

Related papers: Studying Logging Practice in Machine Learning-base…

200 papers

Modern programming languages, such as Java and C#, typically provide features that handle exceptions. These features separate error-handling code from regular source code and are proven to enhance the practice of software reliability,…

Software Engineering · Computer Science 2017-04-05 Guilherme B. de Pádua , Weiyi Shang

Modern applications are increasingly driven by Machine Learning (ML) models whose non-deterministic behavior is affecting the entire application life cycle from design to operation. The pervasive adoption of ML is urgently calling for…

Machine Learning · Computer Science 2024-11-07 Marco Anisetti , Claudio A. Ardagna , Nicola Bena , Ernesto Damiani , Paolo G. Panero

With the increasing popularity of machine learning (ML), many open-source software (OSS) contributors are attracted to developing and adopting ML approaches. Comprehensive understanding of ML contributors is crucial for successful ML OSS…

Software Engineering · Computer Science 2024-06-11 Jiawen Liu , Haoxiang Zhang , Ying Zou

Mobile applications (apps) have become an essential part of everyday life, offering convenient access to services such as banking, healthcare, and shopping. With these apps handling sensitive personal and financial data, ensuring their…

Cryptography and Security · Computer Science 2024-08-20 Anthony Peruma , Timothy Huo , Ana Catarina Araújo , Jake Imanaka , Rick Kazman

Context: The increasing adoption of machine learning (ML) and artificial intelligence (AI) technologies raises growing concerns about their environmental sustainability. Developing and deploying ML-enabled systems is computationally…

Software Engineering · Computer Science 2026-03-20 Vincenzo De Martino , Silverio Martínez-Fernández , Fabio Palomba

Open source machine learning (ML) libraries enable developers to integrate advanced ML functionality into their own applications. However, popular ML libraries, such as TensorFlow, are not available natively in all programming languages and…

Software Engineering · Computer Science 2024-10-21 Hao Li , Cor-Paul Bezemer

Performance and scalability requirements have a fundamental role in most large-scale software applications. To satisfy such requirements, caching is often used at various levels and infrastructure layers. Application-level caching -- or…

Software Engineering · Computer Science 2022-08-02 Romulo Meloca , Ingrid Nunes

Machine learning (ML) components are increasingly incorporated into software products for end-users, but developers face challenges in transitioning from ML prototypes to products. Academics have limited access to the source of commercial…

Software Engineering · Computer Science 2024-08-16 Nadia Nahar , Haoran Zhang , Grace Lewis , Shurui Zhou , Christian Kästner

The rising popularity of deep learning (DL) methods and techniques has invigorated interest in the topic of SE4DL (Software Engineering for Deep Learning), the application of software engineering (SE) practices on deep learning software.…

Software Engineering · Computer Science 2024-05-29 Evangelia Panourgia , Theodoros Plessas , Ilias Balampanis , Diomidis Spinellis

Deep learning (DL) techniques are on the rise in the software engineering research community. More and more approaches have been developed on top of DL models, also due to the unprecedented amount of software-related data that can be used…

Software Engineering · Computer Science 2021-03-23 Alejandro Mazuera-Rozo , Anamaria Mojica-Hanke , Mario Linares-Vásquez , Gabriele Bavota

Mobile messaging apps are a fundamental communication infrastructure, used by billions of people every day to share information, including sensitive data. Security and Privacy are thus critical concerns for such applications. Although the…

Cryptography and Security · Computer Science 2026-04-01 Ioannis Karyotakis , Foivos Timotheos Proestakis , Evangelos Talos , Diomidis Spinellis , Nikolaos Alexopoulos

Logging is a critical function in modern distributed applications, but the lack of standardization in log query languages and formats creates significant challenges. Developers currently must write ad hoc queries in platform-specific…

The use of programming languages such as Java and C in Open Source Software (OSS) has been well studied. However, many other popular languages such as XSL or XML have received minor attention. In this paper, we discuss some trends in OSS…

Programming Languages · Computer Science 2011-02-14 Siim Karus , Harald Gall

The adoption of Large Language Models (LLMs) is reshaping software development as developers integrate these LLMs into their applications. In such applications, prompts serve as the primary means of interacting with LLMs. Despite the…

Software Engineering · Computer Science 2025-01-14 Mahan Tafreshipour , Aaron Imani , Eric Huang , Eduardo Almeida , Thomas Zimmermann , Iftekhar Ahmed

Developers often insert temporary "print" or "log" instructions into their code to help them better understand runtime behavior, usually when the code is not behaving as they expected. Despite the fact that such monitoring instructions, or…

Software Engineering · Computer Science 2025-04-18 Yi-Hung Chou , Yiyang Min , April Yi Wang , James A. Jones

The open-world deployment of Machine Learning (ML) algorithms in safety-critical applications such as autonomous vehicles needs to address a variety of ML vulnerabilities such as interpretability, verifiability, and performance limitations.…

Machine Learning · Computer Science 2022-03-09 Sina Mohseni , Haotao Wang , Zhiding Yu , Chaowei Xiao , Zhangyang Wang , Jay Yadawa

Continuous Integration (CI) encompasses a set of widely adopted practices that enhance software development. However, there are indications that developers may not adequately monitor CI practices. Hence, this paper explores developers'…

Software Engineering · Computer Science 2025-06-10 Jadson Santos , Daniel Alencar da Costa , Shane McIntosh , Uirá Kulesza

The rise of mobile apps has brought greater convenience and many options for users. However, many apps use analytics services to collect a wide range of user interaction data, with privacy policies often failing to reveal the types of…

Software Engineering · Computer Science 2024-01-17 Feiyang Tang , Bjarte M. Østvold

Software logging is essential for maintaining and debugging complex systems, yet it remains unclear how AI coding agents handle this non-functional requirement. While prior work characterizes human logging practices, the behaviors of AI…

Software Engineering · Computer Science 2026-04-13 Youssef Esseddiq Ouatiti , Mohammed Sayagh , Hao Li , Ahmed E. Hassan

Modern programming languages, such as Java and C#, typically provide features that handle exceptions. These features separate error-handling code from regular source code and aim to assist in the practice of software comprehension and…

Software Engineering · Computer Science 2017-08-03 Guilherme B. de Pádua , Weiyi Shang