Science and Technology Law Commons^™

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.

Artificial Intelligence And Intellectual Property, Part Iii: Ip Protection For Ai-Assisted Inventions And Creative Works, Joshua Landau

American University Business Law Review

Chairman Darrell Issa, Ranking Member Hank Johnson, distinguished members of the Subcommittee on Courts, Intellectual Property, and the Internet ("Subcommittee") of the Committee on the Judiciary ("Judiciary Committee"), on behalf of the Computer and Communications Industry Association (CCIA) and its members, thank you for this opportunity to share our views on intellectual property (IP) protection for artificial intelligence (AI)-assisted works and inventions.

The Interaction Between Privacy Laws And Restrictive Licensing Agreements In Cross-Border Satellite Imagery, Ida Samardar

IP Theory

No abstract provided.

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 …

A Personal Interview With William Patry: His Thoughts On Music, Ai, And Copyright

IP Theory

No abstract provided.

The Vicious Patent Cycle: Addressing The Current Conflict Facing Startup Valuation And Patent Risk Through Policy Change, Karlie Hinton

IP Theory

Young, startup, and growth companies play an increasingly important role in driving innovation and economic growth, but they face distinct challenges when attempting to leverage valuable assets to secure funding and scale their ventures. The valuation of startup companies, especially those built around new technologies and corresponding intellectual property, presents a complex challenge. With limited financial history and uncertain futures, investors often turn to proxies like patents to ascribe potential value. In recent years, the practice of startups using patents to secure investment and higher valuations has become increasingly common. However, this growing reliance on patents raises important questions about …

Paternity, Protection, And Pirates: A Queer Theory Analysis Of Intellectual Property Metaphors, Eden Sarid

IP Theory

Intellectual Property and queer theory share a fundamental concern with the interplay between private and public, tangible and intangible, and language and form. Queer theory emphasizes how language impacts the construction of identity and belonging, highlighting that discourse plays a pivotal role in structuring gender, sexuality, and normativity. Intellectual Property is often portrayed as strictly neutral, laser-focused on spurring creativity and innovation. However, is this portrayal reflective of reality? And does this purported neutrality hold up in IP’s rhetoric? By examining two principal IP terminologies through a queer lens – the term “protection” to describe IP legal privilege, and the …

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 …

A Geopolitical Economy Analysis Of China And India’S Approaches To Transnational Data Governance, Yujia He, Ka Zeng

Patterson School of Diplomacy and International Commerce Faculty Publications

Recent literature on the behavior of rising powers in digital trade and data governance highlights their discourses of data sovereignty and desire to preserve domestic policy autonomy. This article contributes to the literature by employing a political economy lens that shifts the focus from the nation-state/inter-state framework towards the dynamics of state–capital relations, allowing for a more historical and contextual understanding of the geopolitics of data governance in emerging economies. Using China and India—two of the largest emerging economies—as comparative cases, and drawing on secondary data from government documents and other sources, the article argues that the interplay between the …

Facial Recognition Technology And The First Amendment, Joseph A. Tomain

Michigan Technology Law Review

The growing ubiquity of facial recognition technology (FRT) is a problem. While much has been written on harmful government use of FRT, little has been written about harmful use by private actors. This Article helps fill that gap in the literature by providing a detailed analysis of the First Amendment interests at stake when private actors use FRT. Specifically, this Article analyzes whether laws that limit the use of publicly available photographs to create “faceprints” for inclusion in FRT databases violate the First Amendment rights of the private actors creating these databases.

In May 2025, a multidistrict litigation against Clearview …

Human Masters/Robot Servants: Highly Automated Vehicle Design, Intoxicated Drivers & Vicarious Liability, William H. Widen, Marilyn Wolf

Journal of Law and Mobility

A traditional engineering role is to design a safe product. Safety engineering is an exercise in harm avoidance ex ante. In contrast, liability attribution is an exercise to compensate for loss post hoc—traditionally viewed as a legal matter. We observe that, when a natural person incurs liability for a loss that exceeds insurance coverage, economic ruin can follow. Neither engineering nor law focus on the loss suffered by defendants considering law as a “safety risk.” The highly automated vehicle (HAV) design space, however, provides an opportunity to prevent this kind of economic harm from occurring ex ante just as attention …

The Best Disinfectant: The Value Of Transparency In Information Operations, Major Ian W. Stamme

American University National Security Law Brief

America is in a state of persistent competition with nation-state adversaries, including Russia and China, which seek to subvert the post-WWII rules-based international order and undermine American legitimacy abroad. Some of this competition takes place through traditional statecraft and across each of the instruments of national power: diplomatic, informational, military, and economic. However, much of this competition also takes place in the gray zone, defined as a spectrum between the higher threshold of armed conflict and the lower threshold of ordinary statecraft. In other words, while all relations between nations involve degrees of leverage and relative advantage, gray zone conflict …

Determinants Of Socially Responsible Ai Governance, Daryl Lim

Faculty Scholarship

The signing of the first international AI treaty by the United States, European Union, and other nations marks a pivotal step in establishing a global framework for AI governance, ensuring that AI systems respect human rights, democracy, and the rule of law. This article advances the concepts of justice, equity, and the rule of law as yardsticks of socially responsible AI—from development through deployment—to ensure that AI technologies do not exacerbate existing inequalities but actively promote fairness and inclusivity. Part I explores AI’s potential to improve access to justice for marginalized communities and small and medium-sized law firms while scrutinizing …

Discord And The Pentagon's Watchdog: Countering Extremism In The U.S. Military, Amy Gaudion

Faculty Scholarship

In his 2022 book, Ward Farnsworth crafts a metaphor from the lead-pipe theory for the fall of Rome to consider how rage and misinformation traveling through today’s technology-enabled pipes are poisoning our civic engagement and threatening our governmental structures: “We have built networks for the delivery of information––the internet, and especially social media. These networks too, are a marvel. But they also carry a kind of poison with them. The mind fed from those sources learns to subsist happily on quick reactions, easy certainties, one-liners, and rage.”1 This Article carries the metaphor into a new context and considers what should …

Katz'S Imperfect Circle: An Empirical Study Of Reasonable Expectations Of Privacy, Tonja Jacobi, Christopher Brett Jaeger

Faculty Articles

Under Katz v. United States, the Fourth Amendment restricts government actions that infringe upon expectations of privacy that society recognizes as reasonable. This foundational test has long been criticized as circular, both because courts can shape the very expectations they seek to identify through their decisions and because governments can manipulate those expectations to expand the reach of their own power. But how do members of society decide what expectations are reasonable, and how do judges ascertain those expectations? And are expectations of privacy malleable even without deliberate manipulation?

This Article shows that the circularity critique is both understated …

Tort Liability For Failure To Age Gate: A Promising Regulatory Response To Digital Public Health Hazards, Matthew B. Lawrence, Brett Frischmann, Avi Sholkoff

Faculty Articles

Tort liability for failure to “age gate” is a promising legal response to the public health hazards of AI, social media, sports gambling, and other digital spaces. Tort liability for failure to “age gate” hinges liability for harms to minors on an app’s failure to take reasonable steps to prevent minors from gaining access or otherwise to apply appropriate governance rules, such as privacy-protective default settings or ensuring genuine parental consent. While no one legal response is a panacea, tort liability for failure to age gate carries several distinctive advantages that make it a particularly promising option at this stage …

Information Retrieval In The Age Of Generative Ai: A Mismatch That Matters, Alex Zhang

Faculty Scholarship

This short piece explores a widespread and yet underexamined or even overlooked misconception, that is, large language models (LLMs) function like traditional legal research databases. They do not. As a matter of fact, information retrieval from databases functions very differently from LLMs in terms of inputs, retrieval processes, and outputs. These differences have significant implications for transparency, traceability, and overall effectiveness in AI-driven legal research. Without intentional oversight and adaption, these changes could profoundly affect how we develop research skills and a cumulative knowledge base, both of which are essential skills for lifelong learning in the legal field.

This article …

Social Data's Role In Law And Political Economy, Salome Viljoen

Book Chapters

Over the past several years, the digital economy has been a notable uptick in interest from scholars across areas of law. This should come as no surprise. The digital economy encompasses some of the largest companies in the world, whose business models pioneer and spread new strategies to concentrate private power across the political economy more broadly. Digital companies have transformed commercial and social life, and they raise problems of concentrated private power. They are also charged with a slew of downstream disruptions resulting from collective pursuit of that power: global, social, and interpersonal forms of dislocation, oppression, impoverishment, alienation, …

Robots And (Indian) Reservations: A Jurisdictional Nightmare Waiting To Happen, Adam Crepelle

Faculty Publications & Other Works

Advances in artificial intelligence are expanding the possibilities of robots. Indeed, robots are now engaging in numerous activities previously thought to require human cognition, such as driving cars and diagnosing diseases. Scholars have published numerous articles examining the intersection of law and robots across myriad fields. However, legal scholarship has yet to explore the relationship between robots and federal Indian law. This is a significant oversight because there are 574 federally recognized tribes and over fifty-six million acres of Indian country. Thus, legal issues involving tribes and robots are inevitable. This is the first law review article dedicated to exploring …

For The Right To Repair Oneself: Cybernetic Imds And The Plight Of Manufacturer Abandonment, Kathy Bacuta

William & Mary Journal of Race, Gender, and Social Justice

One in four people in the United States are disabled, making them the country’s largest minority. Yet they are well-known as the forgotten minority because they are often overlooked by governments and international organizations, and are rarely included in diversity and equity discussions. This is clear in how little the United States fights for the rights of the disabled. The disability aid and big pharma industries have been accused of being parasitic, the public has been accused of being unaccommodating, and the state and federal government has been accused of being unhelpful towards supporting the lives of the disabled. However, …

Chronically Online: Apportioning Liability In Social Media Litigation Based On User Engagement, Rebecca Vangelos

Fordham Law Review

The average American teenager spends nearly five hours on social media every day. This result is by design: social media platforms like Instagram, Snapchat, and TikTok deploy persuasive technologies—including infinite scroll, personalized content recommendation feeds, and dark patterns—to capture and retain teen attention. These intentional design features exploit adolescent vulnerabilities to foster social media dependency. Accordingly, a growing body of scientific evidence links the extensive use of social media to the teen mental health crisis in the United States.

Despite these negative effects, social media companies have largely evaded accountability for the harm they have caused to teens. Recent lawsuits …

Vacuuming Outer Space: Incentivizing Active Space Debris Removal Through A Licensing Model, Alex S. Li

Buffalo Law Review

The increasing proliferation of space debris is jeopardizing satellites, space stations, and other ambitious activities in Earth’s orbits. This Article explores this growing concern and proposes an innovative licensing regime as a solution. It begins by surveying the space debris problem and examining the legal frameworks—both binding treaties and non-binding guidelines—that influence its management and mitigation. The paper then critically assesses several proposals advanced by legal scholars to bridge the gaps between these binding and non-binding measures, highlighting the issues these solutions face. In order to address these challenges, the Article advances a more collaborative and flexible approach: a licensing …

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 …

The Discord Dilemma: Section 230'S Free Pass For Internet Providers Sanctioning Online Extremism, Claira L. Cooper

Law Student Publications

This Article examines the relationship between the blanket immunity for internet providers guaranteed by Section 230 of the Communication Decency Act and the rise of online extremism on gaming adjacent platforms. This Article analyzes multiple recent events incited by extremists on the gaming platform, Discord, and the real-life consequences that arise when extremism is allowed run rampant on platforms. This Article argues that Section 230, in its current form, enables platforms to turn a blind eye to illegal conduct on their website by avoiding moderation, thus making it clear that Section 230 is in dire need of an update to …

Global Data Flows X ‘Digital Trade Law’: Instruments, Institutions, And Infrastructures, Craig Atkinson

Centre for Digital Law

With a vision to become the ‘premier law and technology research centre in Asia’ and combine law, computer science, and digital humanities scholarship, the digital economy is one of four clusters of focus under the recently established Singapore Management University (SMU) Centre for Digital Law (CDL) at the Yong Pung How School of Law (YPHSL).

To investigate digital economy-related issue areas in collaboration with the University of Lucerne’s Trade Law 4.0 project, the forthcoming white paper ‘Data Free Flow with Trust (DFFT): Cross-Border Cooperation and Digital Trade on the Edge’ opens with a provocative statement: Globally, ‘economic governance’ is becoming …

Front Matter

SMU Science and Technology Law Review

No abstract provided.