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Generative AI has recently had a profound impact on various fields, including daily life, research, and education. To explore its efficient utilization in data-driven materials science, we organized a hackathon -- AIMHack2024 -- in July…

Computers and Society · Computer Science 2025-09-29 Takahiro Misawa , Ai Koizumi , Ryo Tamura , Kazuyoshi Yoshimi

The aim of this paper is to review the use of GenAI in scientometrics, and to begin a debate on the broader implications for the field. First, we provide an introduction on GenAI's generative and probabilistic nature as rooted in…

Computation and Language · Computer Science 2025-07-02 Benedetto Lepori , Jens Peter Andersen , Karsten Donnay

Propelled by their remarkable capabilities to generate novel and engaging content, Generative Artificial Intelligence (GenAI) technologies are disrupting traditional workflows in many industries. While prior research has examined GenAI from…

Human-Computer Interaction · Computer Science 2024-04-08 Yuan Sun , Eunchae Jang , Fenglong Ma , Ting Wang

Generative AI, especially through large language models (LLMs), is transforming how technical knowledge can be accessed, reused, and extended. PETSc, a widely used numerical library for high-performance scientific computing, has accumulated…

Programming is essential to modern scientific research, yet most scientists report inadequate training for the software development their work demands. Generative AI tools capable of code generation may support scientific programmers, but…

Software Engineering · Computer Science 2026-04-13 Gabrielle O'Brien , Alexis Parker , Nasir Eisty , Jeffrey Carver

The recent progress of artificial intelligence(AI) has shown great potentials for alleviating human burden in various complex tasks. From the view of software engineering, AI techniques can be seen in many fundamental aspects of…

Software Engineering · Computer Science 2021-03-02 Wenhe Zhang , Jin He , Kevin Song

Producing an artificial general intelligence (AGI) has been an elusive goal in artificial intelligence (AI) research for some time. An AGI would have the capability, like a human, to be exposed to a new problem domain, learn about it and…

Artificial Intelligence · Computer Science 2024-06-18 Jeremy Straub

Introduction: Requirements engineering faces challenges due to the handling of increasingly complex software systems. These challenges can be addressed using generative AI. Given that GenAI based RE has not been systematically analyzed in…

Software Engineering · Computer Science 2025-11-11 Haowei Cheng , Jati H. Husen , Yijun Lu , Teeradaj Racharak , Nobukazu Yoshioka , Naoyasu Ubayashi , Hironori Washizaki

Generative AI (GenAI) is playing an increasingly important role in open source software (OSS). Beyond completing code and documentation, GenAI is increasingly involved in issues, pull requests, code reviews, and security reports. Yet,…

Software Engineering · Computer Science 2026-03-30 Wenhao Yang , Runzhi He , Minghui Zhou

Generative AI (GenAI), especially Large Language Models (LLMs), is rapidly reshaping both programming workflows and computer science education. Many programmers now incorporate GenAI tools into their workflows, including for collaborative…

Human-Computer Interaction · Computer Science 2025-05-14 Wenhan Lyu , Yimeng Wang , Yifan Sun , Yixuan Zhang

The landscape of computing technologies is changing rapidly, straining existing software engineering practices and tools. The growing need to produce and maintain increasingly complex multi-architecture applications makes it crucial to…

Software Engineering · Computer Science 2024-10-29 Piotr Sowinski , Ignacio Lacalle , Rafael Vano , Carlos E. Palau , Maria Ganzha , Marcin Paprzycki

As the automotive industry shifts its focus toward software-defined vehicles, the need for faster and reliable software development continues to grow. However, traditional methods show their limitations. The rise of Generative Artificial…

Software Engineering · Computer Science 2025-12-19 Fengjunjie Pan , Yinglei Song , Long Wen , Nenad Petrovic , Krzysztof Lebioda , Alois Knoll

Peer review in software engineering research operates under tight time constraints, while generative AI has substantially reduced the human effort required to produce polished research narratives. Reviewer attention is often spent on…

Software Engineering · Computer Science 2026-04-21 Christoph Treude , Christopher M. Poskitt , Rashina Hoda

This paper presents and evaluates a new retrieval augmented generation (RAG) and large language model (LLM)-based artificial intelligence (AI) technique: rubric enabled generative artificial intelligence (REGAI). REGAI uses rubrics, which…

Artificial Intelligence · Computer Science 2024-08-07 Zach Johnson , Jeremy Straub

Rising publication pressure and the routine use of generative AI tools are reshaping how software engineering research is produced, assessed, and taught. While these developments promise efficiency, they also raise concerns about skill…

Software Engineering · Computer Science 2026-01-28 Mairieli Wessel , Daniel Feitosa , Sangeeth Kochanthara

Malleable software can profoundly change how users interact with digital content, enabling non-experts to create their own customized tools. However, the practical adoption of GenUI systems faces several barriers, which I unpack in this…

Human-Computer Interaction · Computer Science 2026-04-21 Besjon Cifliku

The emergence of foundational models and generative artificial intelligence (GenAI) is poised to transform productivity in scientific computing, especially in code development, refactoring, and translating from one programming language to…

Software Engineering · Computer Science 2025-11-10 Akash Dhruv , Anshu Dubey

The increasing adoption and commercialization of generalized Large Language Models (LLMs) have profoundly impacted various aspects of our daily lives. Initially embraced by the computer science community, the versatility of LLMs has found…

Software Engineering · Computer Science 2025-07-08 Sajed Jalil

The rapid advancement of generative models has empowered modern AI systems to comprehend and produce highly sophisticated content, even achieving human-level performance in specific domains. However, these models are fundamentally…

Generative AI (GenAI) is advancing rapidly, and the literature in computing education is expanding almost as quickly. Initial responses to GenAI tools were mixed between panic and utopian optimism. Many were fast to point out the…

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