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Research in machine learning is at a turning point. While supervised deep learning has conquered the field at a breathtaking pace and demonstrated the ability to solve inference problems with unprecedented accuracy, it still does not quite…

Machine Learning · Computer Science 2020-12-22 Alexander Sagel , Amit Sahu , Stefan Matthes , Holger Pfeifer , Tianming Qiu , Harald Rueß , Hao Shen , Julian Wörmann

Academic challenges comprise effective means for (i) advancing the state of the art, (ii) putting in the spotlight of a scientific community specific topics and problems, as well as (iii) closing the gap for under represented communities in…

Machine Learning · Computer Science 2023-12-04 Hugo Jair Escalante , Aleksandra Kruchinina

Artificial intelligence (AI) and high-performance computing (HPC) are rapidly becoming the engines of modern science. However, their joint effect on discovery has yet to be quantified at scale. Drawing on metadata from over five million…

Computers and Society · Computer Science 2025-11-18 Stefano Bianchini , Aldo Geuna , Fazliddin Shermatov

Awareness about the immense impact that artificial intelligence (AI) might have or already has made on the social, economic, political, and cultural realities of our world has become part of the mainstream public discourse. Attributes such…

Computers and Society · Computer Science 2024-06-19 Gordan Krekovic , Antonio Poscic , Dejan Grba

For organizations to survive and flourish in the long term, innovation and novelty must be continually introduced, which is particularly true in today's rapidly changing world. This raises a variety of ethical and sustainability…

Computers and Society · Computer Science 2025-05-06 Maria Fay , Frederik F. Flöther

Research in the domain of 'Innovation Studies' has been claimed to allow for the study of how technology will develop in the future. Some suggest that the National and Sectoral Innovation Systems literature has become bogged down, however,…

Physics and Society · Physics 2011-08-02 Wilfred Dolfsma , Loet Leydesdorff

This paper introduces AI as a Research Object (AI-RO), a paradigm for governing the use of generative AI in scientific research. Instead of debating whether AI is an author or merely a tool, we propose treating AI interactions as…

Artificial Intelligence · Computer Science 2026-04-14 Ruta Binkyte , Sharif Abuaddba , Chamikara Mahawaga , Ming Ding , Natasha Fernandes , Mario Fritz

The race to train language models on vast, diverse, and inconsistently documented datasets has raised pressing concerns about the legal and ethical risks for practitioners. To remedy these practices threatening data transparency and…

In recent years, with the increase of social investment in scientific research, the number of research results in various fields has increased significantly. Cross-disciplinary research results have gradually become an emerging frontier…

Digital Libraries · Computer Science 2022-04-20 Changwei Zheng , Zhe Xue , Meiyu Liang , Feifei Kou , Zeli Guan

Artificial life originated and has long studied the topic of open-ended evolution, which seeks the principles underlying artificial systems that innovate continually, inspired by biological evolution. Recently, interest has grown within the…

Neural and Evolutionary Computing · Computer Science 2020-06-16 Adrien Ecoffet , Jeff Clune , Joel Lehman

We introduce a complex systems perspective on innovation in networks in which innovation is conceptualized as a form of creative act associated with the dynamics and evolution of business network. We show how innovation is a form of…

Adaptation and Self-Organizing Systems · Physics 2012-03-08 Ian Wilkinson , Louise Young

Artificial intelligence (AI) signals the beginning of a revolutionary period where technological advancement and social change interact to completely reshape economies, work paradigms, and industries worldwide. This essay addresses the…

Computers and Society · Computer Science 2024-09-18 Murat Ozer , Yasin Kose , Goksel Kucukkaya , Assel Mukasheva , Kazim Ciris

The (generative) artificial intelligence (AI) era has profoundly reshaped the meaning and value of data. No longer confined to static content, data now permeates every stage of the AI lifecycle from the training samples that shape model…

Machine Learning · Computer Science 2025-09-04 Yiming Li , Shuo Shao , Yu He , Junfeng Guo , Tianwei Zhang , Zhan Qin , Pin-Yu Chen , Michael Backes , Philip Torr , Dacheng Tao , Kui Ren

In the rapidly evolving domain of Artificial Intelligence (AI), the complex interaction between innovation and regulation has become an emerging focus of our society. Despite tremendous advancements in AI's capabilities to excel in specific…

Artificial Intelligence · Computer Science 2025-02-07 Nan Sun , Yuantian Miao , Hao Jiang , Ming Ding , Jun Zhang

This report documents the history of research on AI rights and other moral consideration of artificial entities. It highlights key intellectual influences on this literature as well as research and academic discussion addressing the topic…

Computers and Society · Computer Science 2022-08-30 Jamie Harris

In the past decade, the deployment of deep learning (Artificial Intelligence (AI)) methods has become pervasive across a spectrum of real-world applications, often in safety-critical contexts. This comprehensive research article rigorously…

Computers and Society · Computer Science 2024-03-01 Sidra Nasir , Rizwan Ahmed Khan , Samita Bai

Current definitions of Information Science are inadequate to comprehensively describe the nature of its field of study and for addressing the problems that are arising from intelligent technologies. The ubiquitous rise of artificial…

Computers and Society · Computer Science 2025-02-18 Scott Humr , Mustafa Canan

Artificial intelligence (AI) has rapidly transformed various sectors, including healthcare, where it holds the potential to revolutionize clinical practice and improve patient outcomes. However, its integration into medical settings brings…

Computers and Society · Computer Science 2024-12-06 Ellison B. Weiner , Irene Dankwa-Mullan , William A. Nelson , Saeed Hassanpour

Considering collaborative patent development, we provide micro-level evidence for innovation through exchanges of differentiated knowledge. Knowledge embodied in a patent is proxied by word pairs appearing in its abstract, while novelty is…

General Economics · Economics 2022-11-07 Tomoya Mori , Jonathan Newton , Shosei Sakaguchi

AI systems can now cheaply generate plausible scientific artifacts such as papers, reviews, and surveys. This creates a risk of \emph{epistemic pollution} in our scientific systems, where unreliable but plausible-looking artifacts can…

Computers and Society · Computer Science 2026-05-12 Jiaqi W. Ma