Digital Commons Network^™

How Theories Of Art Can Inform Debates About Ai, Jessica Silbey

Faculty Scholarship

Debates about artificial intelligence (AI) tend to swing between the optimistic and the apocalyptic. I propose a less binary approach that frames conversations about AI from the perspectives of theories of art and creativity. Whether we agree that AI is artificial or intelligent, whether it should be constrained or liberated, we cannot deny its influence on literary, artistic, and innovative production. AI may be described as simply a new tool to produce art and science, like the camera or the microscope, or it may transform art and science, the way the internet transformed global communication. Either way, these debates about …

Ten Tips For Legal Empiricists, Jordana Goodman, Christa J. Laser, Mark A. Lemley, Lisa Larrimore Ouellette, Melissa F. Wasserman, Saurabh Vishnubhakat, Janet Freilich, Jessica Silbey, David L. Schwartz, Neel U. Sukhatme

Faculty Scholarship

This essay offers practical tips from leading legal empirical researchers to assist new scholars who are entering the field. Topics include developing meaningful research questions, designing robust survey methodologies, balancing qualitative and quantitative approaches, ensuring data transparency, fostering interdisciplinary collaboration, and navigating ethical considerations in empirical work. Drawing from their own unique challenges and successes, scholars Michael D. Frakes, Janet Freilich, Mark A. Lemley, Lisa Larrimore Ouellette, David L. Schwartz, Jessica Silbey, Neel U. Sukhatme, Saurabh Vishnubhakat, Melissa F. Wasserman, Jordana Goodman, and Christa Laser illuminate what they wished they would have known going into empirical research and the pitfalls …

Do Academic Researchers Care About Patent Infringement? A Pcr Case Study, Janet Freilich

Faculty Scholarship

Because much cutting-edge academic research involves building on other new technologies, university research often involves making or using a patented invention—an act of patent infringement. The problem of how patents affect academic researchers has attracted considerable attention, but legal scholars are divided on the magnitude of patents’ potential impact. Many scholars fear that patents will entirely hobble academic scientific research, while others find that academic researchers entirely ignore patents and thus that they have little impact. This Article adds a piece of empirical evidence to the debate by studying the example of polymerase chain reaction (PCR) technology. In the early …

From Myriad To Moderna: The Modern (Bio)Pharmaceutical Company, Ana Santos Rutschman

Faculty Publications

This Article examines the emergence of two modern pharmaceutical companies: Myriad and Moderna. After providing a brief background on each company, this Article contrasts them across the following areas: the technologies they have brought to market; their location; their start-up stages and the role that venture capital played in catalyzing their evolution from start-ups to large corporate structures; their relationships with other entities in the private sector, in academia and in the public sector; and their intellectual property and licensing strategies.

“Whoever Invents Or Discovers”: Artificial Intelligence And The Case For Joint Inventorship, Seth F. Littleford

BYU Law Review

Artificial intelligence (AI) is increasingly important in the modern world. Given its fidelity to—and, in some cases, its surpassing of—human performance, people rely upon AI in myriad settings. The AI era is already here, and the technological advancements to come are even more mind-boggling. The United States Patent and Trademark Office (USPTO) has seen a significant increase in patent applications claiming inventions pertaining to AI, but how does the patent system handle when AI invents?

The U.S. Court of Appeals for the Federal Circuit recently held in Thaler v. Vidal that the Patent Act requires inventors listed on patent applications …

All’S “Fair” In Love & Copyright: Copyright’S Incentivization Of Fiction Through The Second Fair Use Factor & Idea/Expression Dichotomy, Peyton J. Smetana

Catholic University Law Review

Copyright Law is supposed to encourage authors to create works of authorship, both factual and fictional. However, Copyright jurisprudence has developed to only protect expression, and not idea, to ensure the continued dissemination of knowledge. In solidifying this belief, two doctrines—Fair Use and the idea/expression dichotomy—allow for individuals to utilize other works of authorship without it being considered copyright infringement. Though widely used throughout the judicial system, the analysis for both the second Fair Use factor—Nature of the Copyrighted Work—and the idea/expression dichotomy are left without clear guidelines, leaving judges with an insurmountable task of determining what is and is …

Copyright And Research In Latin America: Law, Courts, And Perceptions, Mariana G. Valente, Alice P. Lana, André P. Houang

Joint PIJIP/TLS Research Paper Series

Research on the intersection of copyright law, research activities, and innovation in Latin America reveals significant deficiencies in the legal framework and public discourse surrounding copyright limitations and exceptions (L&Es) for research purposes. The problem is more visible with modern data assembling and analyzing techniques, such as through artificial intelligence (AI) systems. This study highlights the scarcity of explicit provisions for research-related exceptions in the region by examining copyright legislation, case law, and stakeholder perspectives in six Latin American countries. Despite indications that judicial interpretation is expanding the scope of L&Es, particularly in Brazil, awareness of legal nuances remains low …

Preventing The Importation And Sale Of Genuine Goods Bearing American-Owned Trademarks: Protecting An American Goodwill, Timothy H. Hiebert

Maine Law Review

A trademark's "primary and proper function," it has been said, "is to identify the origin or ownership of the article to which it is affixed." Thus, if a trademark indicates either the original producer or an exclusive distributor as the source of the goods on which it appears, it will be entitled to protection against infringement. Related to this source identification function are a trademark's quality assurance and advertising functions. Because the public comes to associate trademarked goods with a certain standard of quality, a trademark guarantees that the goods on which it appears will meet public expectations about quality. …

Triangulating The Likelihood Of Confusion: Linguistics And Consumer Surveys, Eric Derosia, Jesse Egbert, Thomas Lee

BYU Law Review

This Article highlights contributions that linguistic analysis can offer in the assessment of the likelihood of confusion in trademark infringement cases. Parties in such cases often engage an expert witness to conduct a survey that measures the likelihood of consumer confusion. We show how an expert linguist can provide important, nonintuitive dynamics of corroboration. We introduce “expert triangulation” as a conceptual framework to analyze whether, and to what extent, experts in linguistics and consumer surveys can corroborate one another. That is, having two different sources of empirical evidence which lead to similar conclusions should be a benefit to the courts, …

Going Generic: A Linguistics Approach To Genericide In Trademark Law, James A. Heilpern, William G. Eggington, Earl Kjar Brown, Zachary D. Smith

BYU Law Review

This Article examines the phenomenon of trademark genericide—the process by which once-protected brand names like “escalator” and “trampoline” lose their legal status by becoming synonymous with entire product categories. Traditional methods used by courts to assess genericide, such as consumer surveys and dictionary definitions, are often criticized for their subjectivity and lack of scientific rigor. In response, this Article introduces corpus linguistics as a more reliable, data-driven alternative for determining whether a trademark has become generic.

By analyzing real-world language usage through large corpora, corpus linguistics can track the public’s shifting perceptions of a trademark over time. Using case studies …

Brief Of Law Scholars As Amicus Curiae In Support Of Appellees And Affirmance, Charles Duan

Amicus Briefs & Court Filings

Amici are law professors and scholars who focus their scholarship and teaching on intellectual property law, property law, regulatory law, and health law.2 They write to address the plaintiff’s, Novo Nordisk Inc., et al. (Novo), overarching contention that the Medicare drug price negotiation program constitutes an unconstitutional price control. Amici submit this brief to provide the Court with the historical and legal background regarding the constitutionality of government price negotiations and price regulations. The amici explain how Courts have historically ruled on these questions, as well as the far-reaching consequences that a ruling in Novo’s favor would have on the …

A New Frontier: The Music Industry’S Struggle Against Generative Ai, Vaughn Gendron

University of Miami Business Law Review

Since the modern notion of artificial intelligence emerged in 2014, AI has rapidly developed into a technology with vast generative capabilities. This technology has allowed for the creation of copious amounts of AI-generated media content. One of the most impacted industries by this evolution is the music industry. In April of 2023, an unidentified user produced a viral AI-generated song titled “Heart on My Sleeve” in the vocal likeness of both Drake and The Weeknd. The song’s instant popularity among consumers shattered the music industry’s long-held belief that listeners would always prefer human creativity over artificial creation. This shift in …

Wear Your Heart On Your Sleeve, Whether You Like It Or Not: How Federal Regulation Can Address Advances In Biometric Technology, Greg Marcus

University of Miami Business Law Review

The use of biometric data for identification and authentication has become a common practice for people and businesses across the world. While these technologies offer a promising means of enhanced security, the emergence of artificial intelligence and machine learning has enabled the analysis of biometric data to reveal some of our most intimate personal information from simple physical characteristics. The rapid advancement of this technology has brought the issue of regulation to the forefront of discussions in both Congress and state legislatures. Accordingly, many states have proposed, and in several instances passed legislation specifically regulating the collection of biometric data. …

Toxic Minimalism On The “Yolo” Court: The Supreme Court’S Dangerous Muddle In First Amendment And Speech-Adjacent Law, Matthew D. Bunker, Emily Erickson

UC Law SF Communications and Entertainment Journal

No abstract provided.

Intellectual Property Liability For Businesses In The Age Of Ai: What New Liabilities Businesses Using Ai Could Face And The Possible Methods Of Self-Protection, Elizabeth Anne Henderson

Michigan Business & Entrepreneurial Law Review

The invention of Artificial Intelligence (“AI”) has triggered a wave of copyright and trademark litigation that will likely shape the intellectual property laws governing AI for the foreseeable future. Lawsuits against AI giants like Meta and OpenAI stand to declare popular uses of AI as actionable infringement as well as possibly reshape how copyright and trademark law view concepts, such as fair use and derivative works in the age of technology. Meanwhile, businesses are pushing forward rapidly with adopting AI and implementing its use in everyday functions. For many of these businesses, AI is a highly desirable but poorly understood …

Time For A Copyright Remix: Learning From Djs’ Problematic Pandemic Livestreams & Reimagining A More Productive Framework For Music On Social Media, Aaron Thompson

Chicago-Kent Law Review

No abstract provided.

Pack Your Bags…We’Re Moving To The Public Domain: The Expiration Of Copyright Terms And Its Implications On Future Protection, Sophie Ganion

UC Law SF Communications and Entertainment Journal

The following Note addresses the expiration of copyright terms for a multitude of creative works and the various implications of that expiration for their future IP protection. It explores the conflicting perspectives of stakeholders, from the excitement of artists and everyday creatives versus the concerns of industry leaders about the potential erosion of their copyright monopolies. Drawing from landmark cases like Baker v. Selden and Dastar Corporation v. Twentieth Century Fox Film Corp., this Note highlights the complex questions surrounding copyright expiration and the strategic use of trademark protection. The Note emphasizes the necessity for coherent legal frameworks to ensure …

Artificial Intelligence And Cracks In The Foundation Of Intellectual Property, Robin C. Feldman

Faculty Scholarship

Our implicit image of progress and the standards we use to calibrate human contribution to progress are quietly at risk from the onslaught of artificial intelligence (AI). AI has the potential to significantly shrink the pool of creative work that is protectable by intellectual property (IP) law and the range of information that is protectable, as well as shrinking the value proposition of IP regimes themselves.

As society faces this changing landscape, we must tread carefully to distinguish fears about AI from the task of defining the boundaries of intellectual property, whose theoretic concepts aren’t designed to bear such weighty …

Intellectual Property, Innovation And Economic Inequality, Daniel Benoliel, Peter K. Yu, Francis Gurry, Keun Lee

Faculty Scholarship

While growing disparities in wealth and income are well-documented across the globe, the role of intellectual property rights is often overlooked. This volume brings together leading commentators from around the world to interrogate the interrelationship between intellectual property and economic inequality. Interdisciplinary and globally oriented by design, the book features economists, legal scholars, policy analysts, and other experts. Chapters address the impact of intellectual property rights on economic inequality, the effect of economic inequality on the protection and enforcement of these rights, and the potential use of innovation law and policy to help reduce economic inequality. The volume also tackles …

The Grapes Of Roth, Bruce E. Boyden

Washington Law Review

Shortly after Roth Greeting Cards was decided in 1970, its offhand reference to the “total concept and feel” of the cards at issue became the dominant standard in copyright law for determining whether two works were substantially similar. That is a remarkable achievement for a phrase that, in the words of the influential Nimmer treatise, “threatens to subvert the very essence of copyright.” It nevertheless had enormous appeal for federal judges, and the reason extends well beyond copyright law. “Total concept and feel” appeared at a critical juncture for the federal judiciary, as an older model of decision-making, based on …

Transforming Fair Use, Glynn Lunney

Faculty Scholarship

In the United States, the fate of fair use, and by extension, copyright itself, hang in the balance. In recent years, courts have disagreed over fair use’s proper scope. On the one side are appellate decisions that interpret fair use broadly. While these decisions do not go so far as to suggest that every reuse is fair, they typically use the talismanic phrase “transformative use” and give it a generous and flexible interpretation. On the other side are appellate decisions that interpret fair use restrictively. While again they do not go so far as to suggest no reuse is fair, …

Data Scraping For Generative Ai—To What Extent?, Jae Yeon Cecilia Kim

Brooklyn Journal of Corporate, Financial & Commercial Law

Generative AI platforms are developed by scraping data from other platforms. This raises complex copyright infringement issues that are yet to be resolved. Courts have attempted to address these problems using the fair use doctrine, which evaluates four factors to determine whether a use infringes on copyright: (1) the purpose and character of the use, (2) the nature of the use, (3) the amount and substantiality of the copyrighted work’s use, and (4) the impact of the use on the market for the original work. Despite efforts to apply this long-established doctrine, challenges persist, including difficulties in identifying the copyright …

Acf Response To Ostp Memo, 2022: Public Access Plan (December 2024)

Copyright, Fair Use, Scholarly Communication, etc.

ACF response to OSTP memo, 2022: Public Access Plan (December 2024)

Introduction To Intellectual Property, Innovation And Economic Inequality, Daniel Benoliel, Peter K. Yu

Faculty Scholarship

This chapter provides an introduction to Intellectual Property, Innovation and Economic Inequality. It begins by discussing the problem of economic inequality, including the scale of that problem, types of economic inequality, and extant research on such inequality. The chapter then outlines the structure of this volume, which is divided into three parts: (1) theoretical, empirical, and policy issues; (2) intellectual property and national inequality; and (3) intellectual property and global inequality.

How Eastern Europe Can Protect Their Cultural Heritage Via Copyright Protection Of Folk Music And How This Compares To Copyright Protection Of Music In The United States, Kostika Kosova

University of Miami International and Comparative Law Review

This note explores the intricate interplay between cultural heritage preservation and copyright protection, focusing on the distinctive case of Eastern European folk music. It delves into the historical and cultural significance of Eastern European folk music traditions, the challenges posed to their preservation, and the copyright protection mechanisms in place across the region. In parallel, the paper provides an in-depth analysis of copyright protection in the United States, highlighting its implications for folk music.

The comparative analysis showcases the unique approaches of Eastern European nations and the United States in safeguarding their respective folk music heritages. By examining key case …

Regulating Chatbot Output Via Inter-Informational Competition, Jiawei Zhang

Northwestern Journal of Technology and Intellectual Property

The advent of ChatGPT has sparked over a year of regulatory frenzy. Policymakers across jurisdictions have embarked on an AI regulatory “arms race,” and worldwide researchers have begun devising a potpourri of regulatory schemes to handle the content risks posed by generative AI products as represented by ChatGPT. However, few existing studies have rigorously questioned the assumption that, if left unregulated, AI chatbot’s output would inflict tangible, severe real harm on human affairs. Most researchers have overlooked the critical possibility that the information market itself can effectively mitigate these risks and, as a result, they tend to use regulatory tools …

Fair Use, Licensing, And Authors' Rights In The Age Of Generative Ai, Celeste Shen

Northwestern Journal of Technology and Intellectual Property

The rise of generative AI technologies has introduced unprecedented challenges to copyright law, particularly around the fair use of copyrighted works in AI training processes. Generative AI tools, such as ChatGPT, are trained on vast datasets that often include copyrighted material, typically without the consent of authors or compensation for use. This widespread, unauthorized use has led to legal disputes, with plaintiffs asserting that using protected texts in training AI models constitutes copyright infringement. This Note examines the application of the fair use doctrine to generative AI, analyzing each of the four statutory factors to demonstrate that generative AI’s commercial …

Attributing Ai Authorship: Towards A System Of Icons For Legal And Ethical Disclosure, Joseph J. Avery, Patricia Sánchez Abril, Alissa Del Riego

Northwestern Journal of Technology and Intellectual Property

Over the past year, the pervasive role of large language models (LLMs) and artificial intelligence (AI) in text generation has precipitated concerns about ethical usage, authorship, and transparent attribution. This has been true in legal practice, academia, and the corporate world, as well as in countless other arenas. In this Article, we identify the gap that has opened between those demanding proper disclosure (we should know when and to what extent AI is an author) and those struggling to respond to these demands. Part of the problem is that there is no system in place, no lingua franca, no set …

A Jacksonian Theory Of Estoppel In Ip Litigation Against The United States, Leonard C. Brahin

Washington and Lee Law Review Online

As an intellectual property infringer, the federal government occupies a unique position as both the entity that approved the infringed patent or trademark and an entity capable of arguing for its invalidity. By arguing for invalidity, the federal government assumes that it should be exempt from the traditional rules of procedural estoppel. Indeed, the government believes that even though it granted intellectual property rights (after careful research and deliberation and following the express review of an officer appointed with the advice and consent of the Senate), it should have a second bite at the apple to invalidate a patent or …

Generative Artificial Intelligence And Copyright In The Film And Media Industry, Victor A. Oberting Iv

Washington and Lee Law Review Online

The development of generative artificial intelligence (“GAI” or “generative AI”) introduces compelling benefits and capabilities to filmmakers and artists, but also brings complications regarding copyright of creative works. The American film and media industry in particular illustrates the scope of GAI’s legal, economic, and ethical implications. Though GAI may exhibit characteristics of independent agency or intent, GAI models are best understood as a new set of tools that serve a diverse range of applications in the creative process. The potential benefits of this set of tools can only be realized, then, if the filmmakers who use them are not unreasonably …