Intellectual Property Law Commons^™

The Mathematics Of Regulatory Fragmentation: Understanding The Multiplicative Costs Of State-Level Platform Requirements, Amanda Reid

IP Theory

The recent wave of state-level social media regulation represents an unprecedented experiment in territorial control of digital platforms. While constitutional questions around state authority remain central to these debates, this article examines a distinct but complementary concern: the mathematical reality of how overlapping technical requirements multiply compliance burdens. These laws aim to protect youth online through technical mandates, yet they create a regulatory patchwork that generates multiplicative rather than additive costs. Following combination theory [N(N-1)/2], each new state regulation creates conflict points with existing requirements.

This article analyzes how this regulatory multiplication affects platform architecture, user experience, and safety outcomes. …

Under The Radar: The Hidden Harms Of Patent Practices In Defense Contracting, Hunter Schmittou

IP Theory

28 U.S.C. § 1498 allows the federal government and its contractors to use patented technologies without prior authorization, with the government assuming liability for infringement. While originally intended to facilitate procurement, its modern application has weakened patent protections, allowing contractors to incorporate patented innovations with minimal legal or financial consequences. This system disincentivizes private-sector investment in military technology, distorts competition, and increases procurement inefficiencies, ultimately placing the burden of infringement on taxpayers. The resulting imbalance not only stifles innovation but also entrenches reliance on a small group of dominant defense contractors, reducing technological diversity and slowing progress. Addressing these shortcomings …

Generative Ai's Copyright Enigma: A Comparative Study Of Fair Use And Fair Dealing, Taysir Awad

IP Theory

At the dawn of this decade, generative Artificial Intelligence (AI) models were at the apogee of modern science and technology. Their emergence introduced the world to a new paradigm of creativity and innovation, where machines can synthesize art, literature, and design with unprecedented sophistication, blurring the boundaries between human ingenuity and algorithmic computation. These models have the capacity to regenerate Oscar Wilde with the depiction of Ansel Adams, rewrite Harry Potter with William Shakespear’s proverbial tongue, and redesign St. Peter’s Basilica with Gothic arches, Seljuk carved stones, and an Antoni Gaudi roof architecture, relocated in the heart of New York …

"Sufficiently Distinct" Is Insufficient To Determine Design Patent Infringement, Perry Saidman

IP Theory

The “ordinary observer” test for design patent infringement essentially asks whether the patented and accused designs are “substantially the same” in overall appearance. Although courts are very skilled in listing differences between the two designs, the final infringement determination is very subjective, being based on the personal observations and feelings of the fact-finder.

In the 2008 en banc decision of Egyptian Goddess v. Swisa, the Federal Circuit abolished the “point of novelty” test that, despite its flaws, had brought some objectivity to the infringement determination. In its place, the Court in Egyptian repeatedly emphasized the need to view the …

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

SMU Science and Technology Law Review

No abstract provided.

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 …

Patching The Cfaa So Researchers No Longer Pay, Joshua Baker

Cybaris®

No abstract provided.

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 …

Stars, Statutes, And Sharing: Designing Global Ip Frameworks For Space-Based Discoveries, Ed Koellner

Marquette Intellectual Property & Innovation Law Review

As humanity stretches farther into space physically, commercially, and intellectually, contemporary legal frameworks are beginning to creak under the pressure. Intellectual property laws seem to be playing catch-up. Those laws were written for a world bound by borders and gravity, not for orbital labs, the Earth’s Moon, or AI-generated inventions drifting above the Earth.

This article takes a closer look at the increasingly complex intersection of space law, intellectual property, and artificial intelligence. This domain is no longer reserved for state-led missions or high-level treaties. Now and in the near future, a university lab or a private startup might be …

Virtual Court Proceedings And Their Effect On Criminal Defendants’ Rights, Hunter J. Phillips

Marquette Intellectual Property & Innovation Law Review

This Comment examines whether implementing virtual evidentiary proceedings diminishes a criminal defendant’s Constitutional rights. Part One introduces the Confrontation Clause and judicial interpretations that shape its modern legal view.

Part One also introduces the importance of face-to-face testimony and how the Confrontation Clause is founded upon that principle. Part One concludes by offering psychological research that highlights the im-portance of face-to-face proceedings that allow for effective criminal proceedings. Part Two introduces legislation that hinders defendants’ Confrontation rights and critically analyzes that legislation. Part Three argues for the abandonment of virtual criminal proceedings and highlights other factors that should be considered …

Just Research And Citation, Amanda Levendowski

Georgetown Law Faculty Publications and Other Works

Contemporary research and citation practices are often unjust. Data cartels like Westlaw and Lexis have parent companies that prioritize profits in ways that threaten immigrants. Even before the Dobbs decision, search engines could be deployed to weaponize data against pregnant people seeking reproductive care. Women and people of color have been legal scholars for more than a century but, as many scholars have observed, colleagues consistently under-cite, mis-cite or appropriate those scholars’ work with minimal recourse. Citation materials are often inaccessible to disabled people, poor people, or the public due to poor design, paywalls, or unpreserved content that falls prey …

Cross-Border Limitations And Exceptions To Copyright: “Powered By Ai.”, Trimble, Marketa

Santa Clara High Technology Law Journal

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, …

Level Up Your Legal Knowledge: A Gamer’S Guide To Navigating Copyright Challenges For Video Game Music Covers And Sheet Music Arrangements., Lee, Aliza Jimin

Santa Clara High Technology Law Journal

Video games are a significant part of many people’s lives, offering immersive worlds, memorable experiences, and music that stays with us long after the controller has been put down. Fans and players who love video game music often express their appreciation by creating music covers, arranging sheet music, and performing video game compositions. However, the legal complexities surrounding copyright are not always top of mind for these creators. This paper explores the intersection of copyright law and fan-created video game music, focusing on covers and sheet music arrangements. It outlines how ownership of music in the video game industry is …

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 …

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 …

Intellectual Property—Copyright Law—Ai Is “Actual Imitation:” An Argument On Why Generative Ai Should Not Be Allowed To Learn From Copyrighted Materials Without Authorization, Tj Stotts

University of Arkansas at Little Rock Law Review

No abstract provided.

Language Models' Verbatim Copying: Copyright Infringement Analysis Through The Lens Of The New York Times Co. V. Microsoft Corp., Openai, Inc. Et Al., Tian "Tony" Chen

Cardozo Arts & Entertainment Law Journal

In their high-profile suit in late 2023, The New York Times Company ("The Times") alleged that OpenAI's Generative Pre-trained Transformer (GPT) language models might output "near-verbatim" copies ("memorizations") of the works of The Times based on certain user prompts and thus might have infringed on The Times's exclusive rights over its content. One of the central issues is whether the embodiment of unauthorized reproductions of Times content in the GPT models constitutes a copyright infringement. This comment argues that OpenAI might have a colorable fair use affirmative defense despite the plaintiff's prima facie copyright infringement claim.

Existing literature on the …

Al Assisted Inventing And Its Impact On The Patent System, Ben Gross

Cardozo Arts & Entertainment Law Journal

The note examines the challenges posed by AI-assisted inventing to the patent system, particularly focusing on the "black box" nature of AI, which obscures the inventive process and complicates patent requirements such as inventorship and disclosure.

Duped: The Implications Of The Proliferaiton Of Superfake Luxury Goods And What Consumers May Not Have Considered, Riann Colbert

Cardozo Arts & Entertainment Law Journal

The proliferation of "Superfake" luxury goods, which are high-quality counterfeit items nearly indistinguishable from authentic products, poses significant challenges to trademark law, consumer protection, and the broader economy. These items, often sold through e-commerce platforms, not only undermine legitimate businesses but also expose consumers to health risks, support organized crime, and perpetuate environmental harm. The note advocates for enhanced legal frameworks and consumer education to mitigate these issues.

Artificial Intelligence And Its Exploitation By The Fashion Industry, Stephanie Solis-Kepes

Cardozo International & Comparative Law Review

The note explores the transformative impact of artificial intelligence (AI) on the fashion industry, highlighting its potential to enhance efficiency, innovation, and customer experience. However, it underscores the critical legal and ethical challenges, including data privacy, intellectual property rights, supply chain transparency, and diversity issues, that must be addressed to ensure responsible and equitable adoption of AI technologies.

Healing An Unimaginable Loss: How Social Media Platforms Can Help Bereaved Parents Through Adr, Molly Baraban

Cardozo Journal of Conflict Resolution

This Note will argue that Alternative Dispute Resolution ("ADR") can successfully be utilized to mediate disputes between parents and social media platforms to facilitate account access in certain instances where a minor child has passed away in a manner that warrants answers. This Note will argue that the rise in mediation being used to resolve probate issues and reform of arbitration use amongst social media platforms, coupled with the continued increase of minors using social media, indicates opportunities for settlements between parents and platforms. This Note will then propose a multi-tiered approach, that would first utilize a conciliator who is …

"The Gift Of A Golden Voice": Shaping The Right Of Publicity To Protect Performers From A.I. Abuses, Sebastian Saavedra

Cardozo Arts & Entertainment Law Journal

The note explores the evolving nature of the right of publicity, a unique area of intellectual property and privacy law that protects individuals' control over their likeness and persona. It examines the challenges posed by emerging technologies, particularly AI-generated content, and advocates for a balanced approach that integrates elements from trademark and copyright law while respecting First Amendment rights. The analysis emphasizes the need to protect performers' rights to their public image without undermining established legal frameworks.

Can Commercials Be Art? An Analysis Of Intellectual Property Preawareness In The Barbie Era, Shreya Kalidindi

Cardozo Arts & Entertainment Law Journal

The note examines the evolution of advertising, particularly native advertising, and critiques the inadequacy of current regulatory frameworks in addressing its deceptive potential. It highlights how modern advertising practices, such as product placement in films like Barbie, blur the line between commercial speech and artistic expression, challenging the Federal Trade Commission’s (FTC) ability to protect consumers. The analysis argues that strengthening existing regulations is insufficient and advocates for empowering consumers to make informed decisions, as the legal system struggles to keep pace with innovative advertising strategies.

"Be Thankful I Don't Take It All ('Cause I'M The Taxman)": Music Transactions, Catalog Sales, And Tax Treatment, Hannah M. Bartfield

Cardozo Arts & Entertainment Law Journal

This Note examines music catalog transactions from a tax perspective to determine the key considerations, benefits, and consequences of such a transaction, and then addresses why these characteristics are inconsistent with the purpose of copyright law. First, this Note addresses the copyright concepts that govern the music industry in Part I.B. In Part II, royalties are discussed as one method that musicians can rely on to earn revenue from their music, including a summary of how those earnings are taxed. In Part III, these findings will be weighed against similar considerations for the sale of an artist's music catalog, including …

What Is Copywritable In Software?, Charles Duan

Scholarly Articles in Law Reviews & Journals

No abstract provided.

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, …

Certainly Uncertain: An Analysis Of The Patent Eligibility Restoration Act Of 2023, Charles Duan

American University Business Law Review

Patentable subject matter eligibility has been a topic of major policy debate over many years, culminating in the recent introduction of a bill that would entirely overhaul current law. This article reviews the proposed legislation in view of its historical context, the purported need to reduce uncertainty, and the likely effects of the bill. Based on this analysis, the article concludes that the legislation is unnecessary, ill conceived, and likely to be harmful to scientific research, a variety of industries, and the public good.

Volume 48 Masthead, Seattle University Law Review

Seattle University Law Review

Volume 48 Masthead

Table Of Contents, Seattle University Law Review

Seattle University Law Review

Table of Contents