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Impacted Stakeholder Participation In Ai And Data Governance, Margot Kaminski, Gianclaudio Malgieri 2025 University of Colorado Law School

Impacted Stakeholder Participation In Ai And Data Governance, Margot Kaminski, Gianclaudio Malgieri

Publications

Privacy law has long centered on the individual. But we observe a meaningful shift toward group harm and rights. There is growing recognition that data-driven practices, including the development and use of artificial intelligence (AI) systems, affect not just atomized individuals but also their neighborhoods and communities, including and especially situationally vulnerable and historically marginalized groups.

This Article explores a recent shift in both data privacy law and the newly developing law of AI: a turn towards stakeholder participation in the governance of AI and data systems, specifically by impacted groups often though not always representing historically marginalized communities. In …


Bridging The Rural Telehealth Divide, Deborah R. Farringer 2025 University of Oklahoma College of Law

Bridging The Rural Telehealth Divide, Deborah R. Farringer

Oklahoma Law Review

No abstract provided.


Blockchain: A Practical Solution To Monitor Corporate Supply Chains, Gaige J. Graham 2025 University of Wyoming

Blockchain: A Practical Solution To Monitor Corporate Supply Chains, Gaige J. Graham

Wyoming Law Review

The persistence of human rights abuses within the Democratic Republic of the Congo (DRC)—particularly in the cobalt mining industry— underscore the failure of international labor protections and corporate due diligence. Despite the International Labor Organization and United Nations Guiding Principles on Business and Human Rights (Ruggie Principles), corporations continue to profit from child labor, forced labor, and unregulated artisanal mining. Existing accountability mechanisms, reliant on state enforcement and voluntary corporate compliance, have proven inadequate to address these labor issues. This Comment argues that blockchain technology offers a practical, scalable solution for supply chain transparency, capable of mitigating labor rights violations …


Agents In A Tangled Bank: An Ecosystem Approach To Ai Regulation, Andrew W. Torrance, Bill Tomlinson 2025 University of Kansas School of Law

Agents In A Tangled Bank: An Ecosystem Approach To Ai Regulation, Andrew W. Torrance, Bill Tomlinson

FIU Law Review

As autonomous artificial intelligence agents ("Agents") become increasingly prevalent in society, legal frameworks must evolve to govern their behavior effectively. This article argues that autonomous AI agents must be understood as operating within complex ecosystems of other agents, humans, institutions, and actual biological ecosystems-similar to how biological organisms exist within broader ecosystems. Drawing on established research in multi-agent systems and environmental law, we propose that effective governance of AI agents requires moving beyond just regulation on individual agents to include system-level approaches. We examine how existing legal frameworks handle heterogeneous autonomous entities (humans, corporations, and animals) and explore how these …


Nevada’S Blockchain Gamble: Can A State Embracing Web3 Technology Lead Probate Courts Into The Digital Age?, Ariel Sweeney 2025 FIU Law

Nevada’S Blockchain Gamble: Can A State Embracing Web3 Technology Lead Probate Courts Into The Digital Age?, Ariel Sweeney

FIU Law Review

Probate stands as a bastion of legal formalism, seemingly resistant to the transformative currents of digital innovation that have swept through other domains of American law. While financial transactions, real property conveyances, and contract execution have increasingly begun exploring the use of Web3 technologies such as blockchain and smart contracts, estate and probate law remain tethered to paper-based procedures and rigid execution requirements. Nevada was the first state to provide legal support for Web3 technology, amending its Uniform Electronic Transactions Act statutes in 2017 to recognize blockchain-based transactions as valid and judicially enforceable. Yet despite this progressive legislative framework, the …


Stars, Statutes, And Sharing: Designing Global Ip Frameworks For Space-Based Discoveries, Ed Koellner 2025 University of Mississippi Main Campus

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 2025 Marquette University Law School

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 2025 Georgetown University Law Center

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 …


Combating The Rising Threat Of Sextortion, Margaret Galles 2025 Mitchell Hamline School of Law

Combating The Rising Threat Of Sextortion, Margaret Galles

Mitchell Hamline Law Journal of Public Policy and Practice

No abstract provided.


The Ai-Copyright Trap, Carys Craig 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 …


Ban Cookie Banners: A Case Study In Tech Regulation, Kate Klonick 2025 St. John's University School of Law

Ban Cookie Banners: A Case Study In Tech Regulation, Kate Klonick

Faculty Publications

Few experiences on the modern internet are as universally reviled as the cookie banner. They clutter websites with pop-ups, interrupt user flow, make information harder to access, and demand repetitive, meaningless clicks. What was once heralded as a tool to advance individual autonomy and privacy has, in practice, become a daily annoyance that breeds cynicism with the very concept of consent itself. Cookie banners do not empower; they weary. They do not inform; they obscure. They do not prevent surveillance; they normalize it.

The tragedy of the cookie banner is that it embodies the best intentions but worst solutionism of …


Regenerating Justice: Chatgpt And The Legal Minefield Of Generative Ai, Katie Szilagyi 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 …


Governing Intelligence: Singapore’S Evolving Ai Governance Framework, Jason G. ALLEN, Jane LOO, Jose Luna 2025 Singapore Management University

Governing Intelligence: Singapore’S Evolving Ai Governance Framework, Jason G. Allen, Jane Loo, Jose Luna

Research Collection Yong Pung How School Of Law

This paper provides an outline analysis of the evolving governance framework for Artificial Intelligence (AI) in Singapore. Across the Singapore government, AI solutions are being adopted in line with Singapore’s “Smart Nation Initiative” to leverage technology to make impactful changes to the nation and the economy. In tandem, Singaporean authorities have been assiduous to release a growing number of governance documents, which we analyse together to chart the city-state’s approach to AI governance in international comparison. Characteristics of Singapore’s AI governance approach include an emphasis on consensusbuilding between stakeholders (particularly government and industry but also citizens) andvoluntary or “quasi” regulation, …


Promise And Pitfalls Of Ai In Mass Arbitration, Amy J. Schmitz 2025 The Ohio State Moritz College of Law

Promise And Pitfalls Of Ai In Mass Arbitration, Amy J. Schmitz

Cardozo Journal of Conflict Resolution

Mass arbitration has emerged as a strategic response to arbitration clauses that preclude class actions, allowing large numbers of claimants to bring individual arbitration demands against companies for similar grievances. Unlike class actions where a lead claimant represents others, mass arbitration requires each claimant’s active participation in separate proceedings, creating significant administrative burdens and costs. Following a 2011 Supreme Court ruling that solidified mandatory individual arbitration clauses, consumers and employees increasingly turned to mass arbitration filings. While the American Arbitration Association’s rule updates aimed to improve efficiency through measures like one-time initiation fees and process arbitrators, challenges remain in managing …


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 2025 University of Arkansas Little Rock

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.


Discord And The Pentagon's Watchdog: Countering Extremism In The U.S. Military, Amy Gaudion 2025 Penn State Dickinson Law

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 …


Harmful Connections: How Tort Law Can Address Algorithmic Account Recommendation Harms And Protect Youth Social Media Users, Francesca Kennedy 2025 American University Washington College of Law

Harmful Connections: How Tort Law Can Address Algorithmic Account Recommendation Harms And Protect Youth Social Media Users, Francesca Kennedy

American University Journal of Gender, Social Policy & the Law

In 2023, the United States Surgeon General published an advisory to bring an urgent public health issue affecting America’s youth to the nation’s attention. The urgent public health issue was the ongoing negative impact of social media on children and adolescents. The report revealed that ninety-five percent of youths aged thirteen to seventeen use social media. Exposure to harmful content poses a risk to their mental health, including body dissatisfaction, disordered eating, depression, and, in extreme cases, death. Their mental health is also harmed by predatory behaviors and interactions with malicious adults that target and exploit minors on internet platforms. …


Environmental Law And Social Mistrust- How The Repeal Of The Chevron Doctrine May Hinder The Epa And More, Rebecca R. Collins 2025 University of Central Florida

Environmental Law And Social Mistrust- How The Repeal Of The Chevron Doctrine May Hinder The Epa And More, Rebecca R. Collins

Honors Undergraduate Theses

I am specifically studying the effects of a recent Supreme Court decision will have on administrative law and specifically on the EPA. Simply put, the decision is likely going to foster distrust within the EPA and decisions that are made within environmental law, as the shift goes away from scientific experts, but to less educated legal professionals who interpret the laws. In the past, people thought of the initial Chevron decision as incredibly beneficial for scientific matters and for the environment. Chervon was removed recently with another Supreme Court decision that made this idea obsolete, removing professionals from the power …


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 2025 UCLA School of Law

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 …


Unveiling The Environmental Impact Of Large Language Models On Indigenous Communities: A Call For Action And Liability, Nina-Simone Edwards 2025 Washington and Lee University School of Law

Unveiling The Environmental Impact Of Large Language Models On Indigenous Communities: A Call For Action And Liability, Nina-Simone Edwards

Library Scholarship

Large Language Models (LLMs) have rapidly gained popularity for their language generation and comprehension capabilities, promising increased efficiency in various sectors. However, while celebrated for their transformative potential, LLMs exacerbate current climate issues. This Article highlights the detrimental environmental footprint of LLMs, with a focus on their role in escalating climate change and their disproportionate effects on Indigenous communities. These communities, closely tied to their land, bear the brunt of environmental degradation, further aggravated by LLM-induced emissions.

This Article first dissects the interplay between environmental justice and technological innovation, advocating for a reevaluation of the trust relationship between tribal nations …


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