The Globalization Of Copyright Exceptions For Ai Training,
2025
Emory University School of Law
The Globalization Of Copyright Exceptions For Ai Training, Matthew Sag, Peter K. Yu
Faculty Scholarship
Generative AI, machine learning and other computational uses of copyrighted works pose profound questions for copyright law. This article conducts of global survey of how different countries have attempted to answer these questions in relation to the unauthorized use of copyrighted works for training. Although the world has yet to achieve international consensus on this issue, an international equilibrium is emerging. Jurisdictions with common law and civil law traditions, and with varying economic conditions, technological capabilities, political systems, and cultural backgrounds, have found ways to reconcile copyright law and AI training. In this equilibrium, countries recognize that text data mining, …
The Invisibility Of Tpms In Academic Libraries How Digital Content Protection Has Become Part And Parcel Of Platform Design,
2025
Dalhousie University Schulich School of Law
The Invisibility Of Tpms In Academic Libraries How Digital Content Protection Has Become Part And Parcel Of Platform Design, Anthony D. Rosborough, Katherine Silins
Articles, Book Chapters, & Popular Press
This article investigates a growing divide in how TPMs are understood and encountered across two domains: digital content access and software-dependent device controls. Through legal and qualitative empirical lenses, it reveals that TPMs guarding digital content access across Canadian academic institutions (particularly relating to e-books, journals, and streaming media) have become seamlessly embedded into platform design and licensing schemes. This facilitates their ubiquity and invisibility, while at the same time making them difficult to challenge from a law and policy reform perspective. It also makes content TPMs difficult to identify, measure, or challenge in furtherance of lawful exceptions and limitations …
Perception Pending: What Do Patents Signal To Consumers?,
2025
University of Michigan Law School
Perception Pending: What Do Patents Signal To Consumers?, Alexander Billy, Neel Sukhatme
Articles
Patent law encourages inventors to label their products as “patented,” to mark their legal status and potentially secure monetary damages from infringing competitors. We examine whether such labels might have a separate and direct impact on consumers, by affecting how they view patented products and influencing what they purchase. We develop and conduct two experiments to isolate the impact of patent status on consumer behavior. In an online randomized experiment, we demonstrate how increasing the salience of patent status heightens consumers' beliefs that products are innovative and well made. We also reveal consumers' surprisingly sophisticated understanding of the patenting process …
Boden Lecture: Taxation Of Autonomous Artificial Intelligence,
2025
University of Michigan Law School
Boden Lecture: Taxation Of Autonomous Artificial Intelligence, Reuven S. Avi-Yonah, Lucas Brasil Salama, Herbert Snitz, W. Robert Thomas
Articles
This Article proposes that tax can be a useful supplement to other measures to regulate Autonomous Artificial Intelligence (AAI) and limit its potential harmful effects. This proposal differs from command-and-control regulation of AAI along the lines of European Union legislation that may unduly limit the development of AAI. It also differs from existing proposals to tax AAI to generate revenue to help workers displaced by AAI programs, or to tax the data used by AAI The proposal is based on granting AAI programs like ChatGPT separate legal personhood, like corporate personhood, while incentivizing or requiring their corporate owner to place …
Patents Used In Patent Office Rejections As Indicators Of Value,
2025
University of Richmond - School of Law
Patents Used In Patent Office Rejections As Indicators Of Value, Christopher A. Cotropia, David L. Schwartz
Law Faculty Publications
This paper introduces a novel approach to measure a patent's economic value by examining whether the patent's disclosure leads to rejection of another pending US patent application. This approach considers the use of the patent by the US Patent and Trademark Office (USPTO) in office action rejections on the grounds of novelty or obviousness, as well as its citation as an X or Y reference in a European Patent Office (EPO) search report, which provides analogous information. Unlike conventional citation metrics widely employed by economists, the novel metric is arguably more closely tied to private value, as it is centered …
Collective Management Of Copyrights And Human Rights In An Age Of Technological Automation,
2025
Duke Law School
Collective Management Of Copyrights And Human Rights In An Age Of Technological Automation, Laurence R. Helfer, Giulia Priora
Faculty Scholarship
Collective management organizations (CMOs) across the world have remained key to the exercise and enforcement of copyrights and neighbouring rights of individual creators notwithstanding the rapid development of digital technologies and their decentralizing potential. This chapter provides an up-to-date legal analysis on the role and activities carried out by CMOs vis-à-vis the protection of creators’ rights as international human rights. By scrutinizing key treaty provisions and interpretative documents, the analysis reveals how a human rights framework supports numerous functions performed by CMOs. However, significant conflicts may arise from certain practices and policies of CMOs concerning, for example, mandatory membership, promotion …
Recent Changes In Discretionary Denials Of Drug Patent Challenges,
2025
Duke Law School
Recent Changes In Discretionary Denials Of Drug Patent Challenges, S. Sean Tu, Arti K. Rai, Aaron S. Kesselheim
Faculty Scholarship
Recent policy shifts at the U.S. Patent and Trademark Office (USPTO) have sharply limited the use of two administrative pathways for patent reviews, inter partes review (IPR) and post-grant review (PGR). Congress created these administrative pathways to provide a faster and less costly way to challenge weak patents. Recently, the USPTO has expanded the use of “discretionary denials,” invoking a new “settled expectations” rationale that blocks IPR petitions for patents more than about six years old. From May to September 2025, 60% of 506 requests for discretionary denial were granted, triple historical levels, including one-third involving drug patents. These changes …
The Reliability Response To Patent Law’S Ai Challenges,
2025
Duke Law School
The Reliability Response To Patent Law’S Ai Challenges, Arti K. Rai
Faculty Scholarship
Pervasive AI use adds newfound importance to longstanding debates over patent timing and reliability. Patent claims on speculative ideas generated by AI, or even the infusion of speculative AI-generated ideas into the public domain, may defeat patent incentives for more careful research. Although challenges that AI use poses for patent validity requirements like human inventorship and nonobviousness have received more attention, reliability is equally important.
Indeed, as this Article argues, the issues are linked. If requirements for inventorship and nonobviousness were adjusted to emphasize reliability, a human role could be preserved, and AI use would not necessarily threaten patents. Currently, …
Copyrighting Style,
2025
Duke Law School
Copyrighting Style, Christopher Buccafusco
Faculty Scholarship
Does copyright law protect an artist’s style? The federal courts that have considered the question are equally split. They all agree, however, that the answer to the question resides in copyright law’s idea/expression distinction. According to this doctrine, ideas, techniques, and methods cannot be copyrighted, but expressions of ideas can be. The question courts have faced, then, is whether artistic style is an idea or a matter of expression. The answer, perhaps unfortunately, is that style is both.
This is unfortunate because, this Article argues, copyright law’s idea/expression distinction is inadequate to the task of determining the copyrightability of style. …
Deceptive Exploitation: Deepfakes, The Rights Of Publicity And Privacy, And Trademark Law,
2025
University of Kentucky
Deceptive Exploitation: Deepfakes, The Rights Of Publicity And Privacy, And Trademark Law, Michael D. Murray
Law Faculty Scholarly Articles
This article addresses the application of right of publicity, right of privacy, and trademark law to the problem of deepfakes. It will explore the routine and not so routine ways that personality and persona attributes are exploited in traditional privacy contexts and publicity contexts. It will also examine the use of First Amendment defenses in legal actions traditionally associated with the exploitation of celebrities, sports figures, and other persons under state law theories of name-image-likeness exploitation, as well as and federal trademark law theories of false endorsement and false designation of origin.
Part I provides an introduction and background to …
Best Kept Secret: The Hidden Health Costs Of Corporate Confidentiality,
2025
Loyola University Chicago, School of Law
Best Kept Secret: The Hidden Health Costs Of Corporate Confidentiality, Cynthia M. Ho
Faculty Publications & Other Works
Although patents are well known to negatively impact health when drugs are unaffordable, trade secrets also harm health, and in more ways than patents. Patented drugs harm public health simply by temporarily increasing prices on treatments. Trade secrets, on the other hand, can not only increase treatment costs, but also hide knowledge needed for effective medical treatment. Also, because patents, but not trade secrets, have a limited term, patent health harms clearly terminate while trade secret harms do not. Moreover, the public may not even be fully aware of all trade secret health harms because trade secret information is, by …
Re-Defining Direct Copyright Infringement In The Digital Age: The Shortcomings Of Abkco, Inc. V. Sagan's "Presses The Button" Standard,
2025
University at Buffalo School of Law
Re-Defining Direct Copyright Infringement In The Digital Age: The Shortcomings Of Abkco, Inc. V. Sagan's "Presses The Button" Standard, Shelby Mcswan
Buffalo Law Review
This Comment offers a broader reading of direct copyright infringement. The definition of a direct infringer must go beyond the person who “presses the button,” and extend to those who authorize, instruct, or force another to commit an act of infringement. A broader reading not only ensures that direct liability in copyright law is uniform with other areas of the law, but it also ensures that copyright law protects those who it was meant to protect and punishes those who are truly at fault. Part I of this Comment provides history and background information on the development of intellectual property …
Cross-Border Limitations And Exceptions To Copyright: “Powered By Ai”,
2025
University of Nevada, Las Vegas -- William S. Boyd School of Law
Cross-Border Limitations And Exceptions To Copyright: “Powered By Ai”, Marketa Trimble
Scholarly Works
Businesses and institutions that wish to utilize copyright protected works in multiple countries face a multiplicity of national copyright laws; although national copyright laws have been harmonized in accordance with several international treaties and harmonized even more in the European Union member states by European Union legislation, countries’ copyright laws continue to vary. The multiplicity of national copyright laws raises costs of transnational operations, including for businesses and institutions that rely on limitations and exceptions to copyright (“L&Es”) in multiple countries. For example, AI companies might want to rely on L&Es to train and deploy their AI in multiple countries, …
Front Matter,
2025
Southern Methodist University
The Ai-Copyright Trap,
2025
Osgoode Hall Law School of York University
The Ai-Copyright Trap, Carys Craig
All Papers
As AI tools proliferate, policy makers are increasingly being called upon to protect creators and the cultural industries from the extractive, exploitative, and even existential threats posed by generative AI. In the haste to act, however, they risk running headlong into the Copyright Trap: the mistaken conviction that copyright law is the best tool to support human creators and culture in our new technological reality, when in fact it is likely to do more harm than good. This is a trap in the sense that it may satisfy the wants of a small group of powerful stakeholders, but it will …
Dividing Trademark Use,
2025
St. John's University School of Law
Dividing Trademark Use, Jeremy N. Sheff
Faculty Publications
The trademark law of the United States places special emphasis on whether and how a trademark is used in commerce. But over the long history of the Lanham Act—including some less-than-careful drafting by Congress and some aggressive acts of interpretation by the federal courts—the concept of “use” has become complicated and in many ways confused. Two recent Supreme Court cases—Jack Daniel’s Properties, Inc. v. VIP Products LLC and Abitron Austria GmbH v. Hetronic International, Inc.—reflect and in some ways exacerbate that confusion. But the opinions in these cases also expose an interesting property of “use” in trademark law …
Regenerating Justice: Chatgpt And The Legal Minefield Of Generative Ai,
2025
University of Manitoba, Faculty of Law
Regenerating Justice: Chatgpt And The Legal Minefield Of Generative Ai, Katie Szilagyi
Canadian Journal of Law and Technology
This paper adopts an automation bias lens to cast doubt on the growing claims that GenAI is a transformational tool for legal industry. In this context, automation bias refers to the well-known psychological phenomenon in which human decision-makers unwittingly defer to automated processes, flowing from overreliance on the accuracy of the automation. Even well-meaning individuals aiming to keep a “human-in-the-loop” of any automated decision can fall prey to this well-documented phenomenon, trusting the technology more than it deserves to be trusted. Champions for current GenAI technologies often do acknowledge limitations within the existing landscape of tools, like GenAI’s tendency to …
A Program To Improve The Efficiency And Quality Of Patent Examination,
2025
Santa Clara Law
A Program To Improve The Efficiency And Quality Of Patent Examination, N. Hylton, Keith, Lynn Richards, Madisyn
Santa Clara High Technology Law Journal
In this article we suggest three novel amendments to U.S. patent law to increase efficiency and decrease costs. We first contend that while the assertion of invalid patents is detrimental because of anticompetitive effects, such competition concerns should place no duty upon applicants to disclose prior art at the outset. Additionally, we argue that to avoid resource waste, the USPTO should outsource prior art searches for certain applications, as in Japan. Finally, we propose a system where patentees have the option to elect to a patent box regime that reduces their taxes on patent profits substantially (e.g., from 21% to …
On Snow's Intellectual Property And Immorality,
2025
Southern Methodist University, Dedman School of Law
On Snow's Intellectual Property And Immorality, David O. Taylor
Faculty Journal Articles and Book Chapters
In this Essay, I consider the “why” and “how” of Professor Snow’s controversial, countercultural, important, and relevant position that immorality may result in the denial of intellectual property protection. First, I highlight how surprising it is that Professor Snow’s argument springs from the theories underlying intellectual property protection, rather than the theories underlying the morality and ethics he believes ought to be considered in determining intellectual property protection. No one (that I know, at least) goes to the Environmental Protection Agency seeking better regulations to protect the environment and uses the labor desert theory of property rights as an argument. …
Patent Textualism,
2025
Southern Methodist University, Dedman School of Law
Patent Textualism, David O. Taylor
Faculty Journal Articles and Book Chapters
The Supreme Court today embraces textualism—the practice of interpreting legal text by reference to how an ordinary person would have understood that text at the time it was promulgated. Yet, when it comes to patent cases at the Court interpreting the statutory provision governing patent eligibility, textualism has rarely been used as an interpretive tool. This Article, besides highlighting this contradiction, will consider how textualism’s application to this foundational aspect of the patent statute would change patent law.
This Article will analyze the Supreme Court’s adoption of textualist principles in other fields and then evaluates the application of textualism to …
