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Artificial intelligence (AI) raises expectations of substantial increases in rates of technological and scientific progress, but such anticipations are often not connected to detailed ground-level studies of AI use in innovation processes.…

计算机与社会 · 计算机科学 2025-11-21 John P. Nelson , Olajide Olugbade , Philip Shapira , Justin B. Biddle

Deep learning has recently become very popular on account of its incredible success in many complex data-driven applications, such as image classification and speech recognition. The database community has worked on data-driven applications…

数据库 · 计算机科学 2020-01-22 Wei Wang , Meihui Zhang , Gang Chen , H. V. Jagadish , Beng Chin Ooi , Kian-Lee Tan

About 32% of a software practitioners' day involves seeking and using information to support task completion. Although the information needs of software practitioners have been studied extensively, the impact of AI-assisted tools on their…

软件工程 · 计算机科学 2025-04-28 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

Building software that can support the huge growth in data and computation required by modern research needs individuals with increasingly specialist skill sets that take time to develop and maintain. The Research Software Engineering…

软件工程 · 计算机科学 2023-01-26 J. Cohen , D. S. Katz , M. Barker , N. Chue Hong , R. Haines , C. Jay

The profile of research software engineering has been greatly enhanced by developments at institutions around the world to form groups and communities that can support effective, sustainable development of research software. We observe,…

软件工程 · 计算机科学 2019-08-07 Jeremy Cohen , Daniel S. Katz , Michelle Barker , Robert Haines , Neil Chue Hong

The integration of Artificial Intelligence (AI) into Integrated Development Environments (IDEs) is reshaping software development, fundamentally altering how developers interact with their tools. This shift marks the emergence of Human-AI…

软件工程 · 计算机科学 2026-01-16 Agnia Sergeyuk , Ilya Zakharov , Ekaterina Koshchenko , Maliheh Izadi

Machine Learning algorithms have had a profound impact on the field of computer science over the past few decades. These algorithms performance is greatly influenced by the representations that are derived from the data in the learning…

Although artificial intelligence (AI) has achieved many feats at a rapid pace, there still exist open problems and fundamental shortcomings related to performance and resource efficiency. Since AI researchers benchmark a significant…

人工智能 · 计算机科学 2023-10-16 Palaash Agrawal , Cheston Tan , Heena Rathore

Artificial intelligence has made remarkable progress in handling complex tasks, thanks to advances in hardware acceleration and machine learning algorithms. However, to acquire more accurate outcomes and solve more complex issues,…

机器学习 · 计算机科学 2023-09-12 Mohammad Dehghani , Zahra Yazdanparast

In recent years, machine learning has transitioned from a field of academic research interest to a field capable of solving real-world business problems. However, the deployment of machine learning models in production systems can present a…

机器学习 · 计算机科学 2022-05-20 Andrei Paleyes , Raoul-Gabriel Urma , Neil D. Lawrence

The effectiveness of model-driven software engineering (MDSE) has been successfully demonstrated in the context of complex software; however, it has not been widely adopted due to the requisite efforts associated with model development and…

软件工程 · 计算机科学 2025-07-08 Ina K. Schieferdecker

Generative artificial intelligence (AI) is reshaping higher education, yet many universities remain in early stages of adoption where AI innovation occurs informally and without institutional recognition. This paper presents a framework…

计算机与社会 · 计算机科学 2026-05-11 Karol P. Binkowski , Andrew Hopkins

In recent years, there has been a stimulating discussion on how artificial intelligence (AI) can support the science and engineering of intelligent educational applications. Many studies in the field are proposing actionable data mining…

计算机与社会 · 计算机科学 2022-08-24 Gianni Fenu , Roberta Galici , Mirko Marras

This study explores the application of deep learning technologies in software development processes, particularly in automating code reviews, error prediction, and test generation to enhance code quality and development efficiency. Through…

软件工程 · 计算机科学 2024-05-06 Keqin Li , Armando Zhu , Peng Zhao , Jintong Song , Jiabei Liu

Recent research in artificial intelligence and machine learning has largely emphasized general-purpose learning and ever-larger training sets and more and more compute. In contrast, I propose a hybrid, knowledge-driven, reasoning-based…

人工智能 · 计算机科学 2020-02-20 Gary Marcus

Workforce transformations are difficult to forecast and costly to mismanage. In particular, the integration of artificial intelligence into knowledge work currently affects a substantial share of the global workforce, yet this transition…

人机交互 · 计算机科学 2026-05-20 Sumer S. Vaid , Ashley V. Whillans

Recent advances in artificial intelligence (AI) and quantum computing are accelerating automation in scientific and engineering processes, fundamentally reshaping research methodologies. This perspective highlights parallels between…

量子物理 · 物理学 2025-05-16 Tadashi Kadowaki

Artificial Intelligence (AI) is making a profound impact in almost every domain. A vital enabler of its great success is the availability of abundant and high-quality data for building machine learning models. Recently, the role of data in…

机器学习 · 计算机科学 2023-06-13 Daochen Zha , Zaid Pervaiz Bhat , Kwei-Herng Lai , Fan Yang , Zhimeng Jiang , Shaochen Zhong , Xia Hu

At present, artificial intelligence in the form of machine learning is making impressive progress, especially the field of deep learning (DL) [1]. Deep learning algorithms have been inspired from the beginning by nature, specifically by the…

人工智能 · 计算机科学 2020-04-07 Gordana Dodig-Crnkovic

In the software industry, artificial intelligence (AI) has been utilized more and more in software development activities. In some activities, such as coding, AI has already been an everyday tool, but in software testing activities AI it…

软件工程 · 计算机科学 2025-04-08 Katja Karhu , Jussi Kasurinen , Kari Smolander
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