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This paper summarizes the current copyright related risks that Machine Learning (ML) and Artificial Intelligence (AI) systems (including Large Language Models --LLMs) incur. These risks affect different stakeholders: owners of the copyright…

Software Engineering · Computer Science 2024-05-06 Daniel M. German

This study looks at how generative artificial intelligence (AI) can revolutionize marketing, product development, and research. It discusses the latest developments in the field, easy-to-use resources, and moral and social hazards. In…

Artificial Intelligence · Computer Science 2023-11-23 Saad Shaikh , Rajat bendre , Sakshi Mhaske

We examine whether Artificial Intelligence (AI) systems generate truly novel ideas rather than merely regurgitating patterns learned during training. Utilizing a novel experimental design, we task an AI with generating project titles for…

Artificial Intelligence · Computer Science 2024-04-02 Anirban Mukherjee

Large scale text-to-image generation models can memorize and reproduce their training dataset. Since the training dataset often contains copyrighted material, reproduction of training dataset poses a copyright infringement risk, which could…

Machine Learning · Computer Science 2025-12-18 Neeraj Sarna , Yuanyuan Li , Michael von Gablenz

The accuracy of Generative AI is increasingly critical as Large Language Models become more widely adopted. Due to potential flaws in training data and hallucination in outputs, inaccuracy can significantly impact individuals interests by…

Computers and Society · Computer Science 2024-07-19 Zihao Li , Weiwei Yi , Jiahong Chen

The proliferation of generative AI systems has created new challenges for the Free and Open Source Software (FOSS) community, particularly regarding how traditional copyleft principles should apply when open source code is used to train AI…

Computers and Society · Computer Science 2026-02-09 Grant Shanklin , Emmie Hine , Claudio Novelli , Tyler Schroder , Luciano Floridi

As artificial intelligence becomes increasingly integrated into software development processes, the prevalence and sophistication of AI-generated code continue to expand rapidly. This study addresses the critical need for transparency and…

Software Engineering · Computer Science 2025-05-28 David Hanson

The recent explosion of "foundation" generative AI models has been built upon the extensive extraction of value from online sources, often without corresponding reciprocation. This pattern mirrors and intensifies the extractive practices of…

Computers and Society · Computer Science 2025-02-13 Philip Feldman , James R. Foulds , Shimei Pan

As the real-world impact of Artificial Intelligence (AI) systems has been steadily growing, so too have these systems come under increasing scrutiny. In response, the study of AI fairness has rapidly developed into a rich field of research…

Computers and Society · Computer Science 2023-09-19 Maarten Buyl , Tijl De Bie

With increasing digitalization, Artificial Intelligence (AI) is becoming ubiquitous. AI-based systems to identify, optimize, automate, and scale solutions to complex economic and societal problems are being proposed and implemented. This…

The advent of generative AI (GenAI) technology produces transformative impact on the content creation landscape, offering alternative approaches to produce diverse, high-quality content across media, thereby reshaping online ecosystems but…

Computer Science and Game Theory · Computer Science 2024-02-26 Fan Yao , Chuanhao Li , Denis Nekipelov , Hongning Wang , Haifeng Xu

Generative models have achieved impressive results in text to image tasks, significantly advancing visual content creation. However, this progress comes at a cost, as such models rely heavily on large-scale training data and may…

Machine Learning · Computer Science 2025-09-03 Zhipeng Yin , Zichong Wang , Avash Palikhe , Zhen Liu , Jun Liu , Wenbin Zhang

The recent development and use of generative AI (GenAI) has signaled a significant shift in research activities such as brainstorming, proposal writing, dissemination, and even reviewing. This has raised questions about how to balance the…

Computers and Society · Computer Science 2025-03-04 Amrita Ganguly , Aditya Johri , Areej Ali , Nora McDonald

Applications of Generative AI (Gen AI) are expected to revolutionize a number of different areas, ranging from science & medicine to education. The potential for these seismic changes has triggered a lively debate about the potential risks…

To achieve accurate and unbiased predictions, Machine Learning (ML) models rely on large, heterogeneous, and high-quality datasets. However, this could raise ethical and legal concerns regarding copyright and authorization aspects,…

Machine Learning · Computer Science 2024-10-10 Daniela Gallo , Angelica Liguori , Ettore Ritacco , Luca Caviglione , Fabrizio Durante , Giuseppe Manco

Agentic Artificial Intelligence (AI) systems, exemplified by OpenAI's DeepResearch, autonomously pursue goals, adapting strategies through implicit learning. Unlike traditional generative AI, which is reactive to user prompts, agentic AI…

Computers and Society · Computer Science 2025-04-08 Anirban Mukherjee , Hannah Hanwen Chang

The high-density, decentralized copyright conflicts triggered by generative AI training require more than ad hoc solutions; they demand structural governance tools. This article argues that representative litigation settlement agreements…

Computers and Society · Computer Science 2026-01-27 Chanhou Lou

In the next few years, applications of Generative AI are expected to revolutionize a number of different areas, ranging from science & medicine to education. The potential for these seismic changes has triggered a lively debate about…

Generative Artificial Intelligence (GenAI) has become a central component of many development tools (e.g., GitHub Copilot) that support software practitioners across multiple programming tasks, including code completion, documentation, and…