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Related papers: Copyright in Generative Deep Learning

200 papers

Grasping is a complex process involving knowledge of the object, the surroundings, and of oneself. While humans are able to integrate and process all of the sensory information required for performing this task, equipping machines with this…

Robotics · Computer Science 2017-01-12 Matthew Veres , Medhat Moussa , Graham W. Taylor

Recent text-to-image generative models such as Stable Diffusion are extremely adept at mimicking and generating copyrighted content, raising concerns amongst artists that their unique styles may be improperly copied. Understanding how…

Computer Vision and Pattern Recognition · Computer Science 2024-04-15 Mazda Moayeri , Samyadeep Basu , Sriram Balasubramanian , Priyatham Kattakinda , Atoosa Chengini , Robert Brauneis , Soheil Feizi

This essay discusses whether computers, using Artificial Intelligence (AI), could create art. First, the history of technologies that automated aspects of art is surveyed, including photography and animation. In each case, there were…

Artificial Intelligence · Computer Science 2018-05-09 Aaron Hertzmann

What role does the break from realism play in the potential for generative artificial intelligence as a creative tool? Through exploration of glitch, we examine the prospective value of these artefacts in creative practice. This paper…

Human-Computer Interaction · Computer Science 2022-10-18 Benedikte Wallace , Charles P. Martin

The recent computer graphics developments have upraised the quality of the generated digital content, astonishing the most skeptical viewer. Games and movies have taken advantage of this fact but, at the same time, these advances have…

Computer Vision and Pattern Recognition · Computer Science 2017-11-29 Edmar R. S. de Rezende , Guilherme C. S. Ruppert , Antonio Theophilo , Tiago Carvalho

Deep learning (DL) models, especially those large-scale and high-performance ones, can be very costly to train, demanding a great amount of data and computational resources. Unauthorized reproduction of DL models can lead to copyright…

Cryptography and Security · Computer Science 2021-12-13 Jialuo Chen , Jingyi Wang , Tinglan Peng , Youcheng Sun , Peng Cheng , Shouling Ji , Xingjun Ma , Bo Li , Dawn Song

The rapid advancement of general-purpose AI models has increased concerns about copyright infringement in training data, yet current regulatory frameworks remain predominantly reactive rather than proactive. This paper examines the…

Computers and Society · Computer Science 2026-01-21 Mariia Kyrychenko , Mykyta Mudryi , Markiyan Chaklosh

As generative models become powerful, concerns around transparency, accountability, and copyright violations have intensified. Understanding how specific training data contributes to a model's output is critical. We introduce a framework…

Artificial Intelligence · Computer Science 2025-12-03 Theodoros Aivalis , Iraklis A. Klampanos , Antonis Troumpoukis , Joemon M. Jose

Deep neural networks have had enormous impact on various domains of computer science, considerably outperforming previous state of the art machine learning techniques. To achieve this performance, neural networks need large quantities of…

Cryptography and Security · Computer Science 2018-09-05 Dorjan Hitaj , Luigi V. Mancini

Generative AI (GenAI) outputs are not copyrightable. This article argues why. We bypass conventional doctrinal analysis that focuses on black letter law notions of originality and authorship to re-evaluate copyright's foundational…

Computers and Society · Computer Science 2025-12-17 Ezieddin Elmahjub

The groundbreaking advancements around generative AI have recently caused a wave of concern culminating in a row of lawsuits, including high-profile actions against Stability AI and OpenAI. This situation of legal uncertainty has sparked a…

Information Retrieval · Computer Science 2024-04-04 Michael Dinzinger , Florian Heß , Michael Granitzer

The pervasiveness of Artificial Intelligence (AI) is unquestionable in our society. Even in the arts, AI is present. A notorious case is the song "Hey Ya!" of the OutKast group, successful in the 2000s. At this time, the music industry…

Computers and Society · Computer Science 2022-06-08 Fábio Manoel França Lobato

Parallel to rapid advancements in foundation model research, the past few years have witnessed a surge in music AI applications. As AI-generated and AI-augmented music become increasingly mainstream, many researchers in the music AI…

Sound · Computer Science 2026-02-13 Megan Wei , Mateusz Modrzejewski , Aswin Sivaraman , Dorien Herremans

The rapid advancement of general-purpose AI models has increased concerns about copyright infringement in training data, yet current regulatory frameworks remain predominantly reactive rather than proactive. This paper examines the…

Computers and Society · Computer Science 2026-01-21 Mariia Kyrychenko , Mykyta Mudryi , Markiyan Chaklosh

Since the launch of applications such as DALL-E, Midjourney, and Stable Diffusion, generative artificial intelligence has been controversial as a tool for creating artwork. While some have presented longtermist worries about these…

Computers and Society · Computer Science 2024-05-16 Trystan S. Goetze

Art is an artistic method of using digital technologies as a part of the generative or creative process. With the advent of digital currency and NFTs (Non-Fungible Token), the demand for digital art is growing aggressively. In this…

Computer Vision and Pattern Recognition · Computer Science 2023-03-15 Rohit Gandikota , Nik Bear Brown

The high efficiency and quality of artwork generated by Artificial Intelligence (AI) has created new concerns and challenges for human artists. In particular, recent improvements in generative AI have made it difficult for people to…

Computer Vision and Pattern Recognition · Computer Science 2025-04-10 Meien Li , Mark Stamp

In recent years, advancements in generative artificial intelligence have led to the development of sophisticated tools capable of mimicking diverse artistic styles, opening new possibilities for digital creativity and artistic expression.…

Computer Vision and Pattern Recognition · Computer Science 2025-02-26 Andrea Asperti , Franky George , Tiberio Marras , Razvan Ciprian Stricescu , Fabio Zanotti

Detecting manipulated images has become a significant emerging challenge. The advent of image sharing platforms and the easy availability of advanced photo editing software have resulted in a large quantities of manipulated images being…

Computer Vision and Pattern Recognition · Computer Science 2019-11-26 Peng Zhou , Bor-Chun Chen , Xintong Han , Mahyar Najibi , Abhinav Shrivastava , Ser Nam Lim , Larry S. Davis

Generative AIs produce creative outputs in the style of human expression. We argue that encounters with the outputs of modern generative AI models are mediated by the same kinds of aesthetic judgments that organize our interactions with…

Computers and Society · Computer Science 2023-09-25 Jessica Hullman , Ari Holtzman , Andrew Gelman