Digital Commons Network^™

Teaching A Social Justice Approach To Leadership In Law Schools, Tamar Ezer

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Leadership is critical for social justice. Our law students have the potential to serve as future social justice leaders, building strong organizations and movements to carry out this work. Drawing on both leadership theory and practical examples from clinical legal education, this piece argues for a broad definition of leadership, embracing diversity and encompassing the counter-cultural values of listening and humility. It further proposes a three-dimensional model of social justice leadership, engaging the mind, heart, and spirit, and suggests teaching practices to strengthen each component. The first dimension focuses on cognitive competencies, including substantive mastery of an area of law …

An Analysis Of Global And Regional Human Rights Standards On Gender-Based Violence, Tamar Ezer, Denisse R. Cordova Montes

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No abstract provided.

Reimagining Legal Education: The Transformative Power Of Small-Group Instruction, Michael I. Meyerson

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Legal education is failing its students. Those entering their first year of law school have greater anxiety and less developed reading and writing skills than ever before. The traditional large Socratic class, which was never the most effective teaching method, has become increasingly counterproductive.

This Article contends that small-group instruction provides the opportunity for superior teaching, especially for first-year law students. Recent scholarship in active learning, educational psychology, and students’ mental health demonstrates the limitations of the traditional large Socratic class experience. Building on that theoretical foundation and informed by sustained classroom experience, this Article argues that small-group pedagogy more …

Saturated Hierarchical Atomic Incremental Learning (Shail): A Behavioral Learning Perspective On Staged Mastery And Saturation, Ernest Fokoue

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We introduce Saturated Hierarchical Atomic Incremental Learning (sHAIL), a learning paradigm in which complex tasks are approached through a sequence of simpler atomic subtasks, each mastered to saturation before progression. The central mechanism is a saturation criterion that detects when learning dynamics enter a plateau region, triggering consolidation and subsequent ascent to a higher level of task complexity. We develop a theoretical framework for sHAIL and show that it naturally gives rise to \emph{staircased convergence}: alternating phases of rapid improvement and genuine plateau. Within each level, classical convergence guarantees apply under standard smoothness conditions, while the hierarchical transitions are driven …

No Intelligence Without Statistics: The Invisible Backbone Of Artificial Intelligence, Ernest Fokoue

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The rapid ascent of artificial intelligence (AI) is often portrayed as a revolution born from computer science and engineering. This narrative, however, obscures a fundamental truth: the theoretical and methodological core of AI is, and has always been, statistical. This paper systematically argues that the field of statistics provides the indispensable foundation for machine learning and modern AI. We deconstruct AI into nine foundational pillars—Inference, Density Estimation, Sequential Learning, Generalization, Representation Learning, Interpretability, Causality, Optimization, and Unification—demonstrating that each is built upon century-old statistical principles. From the inferential frameworks of hypothesis testing and estimation that underpin model evaluation, to the …

Fibonacci-Driven Recursive Ensembles: Algorithms, Convergence, And Learning Dynamics, Ernest Fokoue

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This paper develops the algorithmic and dynamical foundations of recursive ensemble learning driven by Fibonacci-type update flows. In contrast with classical boosting Freund and Schapire (1997); Friedman (2001), where the ensemble evolves through first-order additive updates, we study second-order recursive architectures in which each predictor depends on its two immediate predecessors. These Fibonacci flows induce a learning dynamic with memory, allowing ensembles to integrate past structure while adapting to new residual information. We introduce a general family of recursive weight-update algorithms encompassing Fibonacci, tribonacci, and higher-order recursions, together with continuous-time limits that yield systems of differential equations governing ensemble evolution. …

Should The Ordinary Income Rate Apply To Carried Interest?, Reuven S. Avi-Yonah

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In 2008 professor Victor Fleischer published a famous article entitled “Two and Twenty: Taxing Partnership Profits in Private Equity Funds.” The article explained that: Private equity fund managers take a share of the profits of the partnership as the equity portion of their compensation. The tax rules for compensating general partners create a planning opportunity for managers who receive the industry standard “two and twenty” (a two percent management fee and twenty percent profits interest). By taking a portion of their pay in the form of partnership profits, fund managers defer income derived from their labor efforts and convert it …

Virtual Humans In Virtual Reality: A Scoping Review On Sociability, Fidelity, And Expression, J K Sangeeth Chandran, Marisa Llorens Salvador, Cathy Ennis

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Introduction:

Virtual reality (VR) systems have evolved significantly over the past decade, enabling immersive experiences with enhanced realism and interactivity. This has motivated an interest in socially oriented applications. As user proxies, Virtual Humans (VHs) play essential roles in such applications. However, despite technological advancements, achieving realistic, expressive, and socially responsive VHs continues to present design and implementation challenges. In this scoping review, we present the state-of-the-art of VR VHs, examining the impact of VHs on the user experience.

Methodology:

We reviewed 59 papers retrieved from five databases across three core themes: the implementation and impact of VH facial expressions, …

The Bankruptcy Revolving Door, Belisa Pang

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The American consumer bankruptcy system is a costly regime with profound societal implications. Between 2008 and 2023, consumers filed 13.8 million bankruptcy cases across the ninety-four federal bankruptcy districts in the United States, generating over $4 billion in court filing fees alone. When accounting for attorney fees, trustee expenses, creditor costs, and broader economic externalities—such as increased interest rates borne by other consumers—the total financial impact easily reaches tens of billions, if not hundreds of billions, of dollars.

Against that backdrop, this study uncovers a startling phenomenon: nearly 46% of the consumers who filed bankruptcy in 2023 were repeat filers, …

Should Single-Sales-Factor Formulas Be Constitutional?, Reuven S. Avi-Yonah

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On October 28, 2025, Florida sued California in the Supreme Court over its application of a single-sales-factor (SSF) formula to exclude large out-of-state asset sales. But Florida couched its critique in much broader terms, seemingly attacking the validity of the SSF altogether. Florida Attorney General James Uthmeier (R) stated that: California has created a tax system that punishes economic freedom. We will not tolerate California over-taxing revenue earned in Florida. The Newsom regime is obviously attempting to punish business owners who have fled California due to its disastrous policies. Given that multitudes of California businesses and residents are moving to …

Resurrecting Immigration Releases, Lindsay Nash

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The nation’s “mandatory” immigration-detention laws sustain its largest civil-imprisonment system—and just radically expanded in scope and breadth. These laws consign broad swaths of suspected noncitizens to no-bail pretrial detention, denying tens of thousands of people facing civil regulatory charges any chance to prove they need not be detained. These laws turn split-second arrest decisions into jail sentences. They force people to give up meritorious claims. And they confound the historic presumptions—liberty, innocence, prosecutorial discretion, and bail—that undergird other pretrial-detention regimes. Although mandatory immigration detention conflicts with fundamental constraints on analogous detention regimes, the Supreme Court has treated it as exceptional …

Law And The Self-Coordinating Market Idea, Sanjukta Paul

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Much of the focus of the live Symposium was on comparing existing scholarship associated with two intellectual communities. I have no objection to that enterprise in the abstract, though I think it is a bit premature where law and political economy (LPE) is concerned and sets up an apples-to-oranges comparison to the decades-old streams of work and thinking in law and economics (L&E). But I would rather use the privilege of the space in this written Symposium to sketch what I believe is the ultimate substantive nub of contestation in this conversation about the core subject matter of “the economy” …

Sidewalk Living, Michael C. Pollack

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In City of Grants Pass v. Johnson, the Supreme Court held that the Eighth Amendment does not prohibit a city from enforcing a criminal ban on encampments on public property such as parks and sidewalks. But even if municipalities are now permitted to use tactics such as policing, encampment clearing, arrests, and imprisonment, these are not the right ways to address the problems of public homelessness.

Instead, homelessness must be understood as one of many conflicts over limited public space. At its best, vibrant sidewalk life enhances communities and local economies. But at its worst, every use of these finite …

Digital Services Taxes And The Wto, Reuven S. Avi-Yonah, Doron Narotzki

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In an excellent Tax Notes article, Claudio Cipollini argues that the United States has adopted a paradoxical stance regarding digital services taxes. On one hand, the United States has repeatedly characterized DSTs as discriminatory trade barriers that unfairly target U.S. technology firms. On the other, it has systematically obstructed appointments to the Appellate Body of the WTO, leaving the dispute settlement mechanism effectively inoperative and ineffective. Cipollini presents this as a “missed WTO route,” suggesting that a functioning WTO system would primarily serve U.S. interests by disciplining European DSTs under the General Agreement on Trade in Services (GATS).

This article …

When Constitutional Protection For Religious Liberty Gets Lost In Translation: A Case Study From Washington State, Robert W. Gomulkiewicz

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Protecting religious liberty can present difficult challenges when religious liberty conflicts with laws prohibiting discrimination. Balancing religious liberty and nondiscrimination requires courts to accurately apply the U.S. Supreme Court’s complex First Amendment jurisprudence, including cases that address compelled speech, expressive association, and church autonomy. Amidst all the complexity, protection for religious liberty can get lost in translation. One important venue where protection can get lost in translation is in religious liberty cases decided by state supreme courts. The decisions of state supreme courts are especially significant because they provide the authoritative construction for state statutes and the state constitution. In …

A Citizenship Model Of The Fourth Amendment, Danieli Evans

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Fourth Amendment law is in disarray. In recent years, courts and scholars have questioned central aspects of Fourth Amendment doctrine—in particular, the reasonable expectations of privacy test that has governed since the 1960s. Scholars and judges have argued for abandoning this test and instead looking to private law (sub-constitutional rules governing private conduct, such as tort, property, and contract law) to determine Fourth Amendment protection.

At a moment when judges and scholars are questioning core aspects of Fourth Amendment doctrine, the time is ripe to reconsider the values Fourth Amendment law ought to serve. I advance a novel vision for …

The Free Exercise Of Religion As A Privilege, Kyron J. Huigens

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In the span of a decade, the Supreme Court has restructured the Free Exercise Clause entirely. It has removed the counterweight of disestablishment; it has sought parity between religion and secularity by means of strict scrutiny analysis turning on a principle of nondiscrimination; and it has opened the way to a general exemption from secular law for the faithful by ceding the question of what counts as an exercise of religion to the faithful themselves. This Article proposes reading the free exercise of religion as a privilege in response to these changes. This privilege stands against secular law in the …

The Brave New World Of Administrative Law, Amy J. Wildermuth

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Administrative law is in substantial flux. Over the last fifteen years, beginning with its decision in Free Enterprise Fund v. Public Company Accounting Oversight Board, the Supreme Court has transformed administrative law in profound ways. In the decade and a half since that case, we have witnessed core precedents fall or be substantially narrowed, with seemingly more on the horizon. Many have characterized the Court’s project as aggrandizing power to the President, as seeking to rein in runaway agencies, or even as undoing the administrative state.

The reality is more complex. To grasp where the Court’s project might take …

Equity In Place, Segregation, And The Phillips Neighborhood, Myron W. Orfield

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This Article describes an existential legal and factual conflict about residential segregation. It is centered in a neighborhood a few blocks north of where George Floyd—and more recently Renee Good—were murdered. Five years before Floyd’s murder, the conflict reached a breaking point, resulting in three lawsuits. One involved federal civil rights and two involved state civil rights claims that housing policy was causing deeper residential and educational segregation. Much of this debate was summarized in a series of articles in the journal Housing Policy Debate before the lawsuits were filed.

On one side were proponents of greater residential and educational …

Reclaiming Homeowner Wealth: A Conversation With Barry, Fried, And Hatfield, Prentiss Cox

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Homeowners in the United States pay residential real estate brokers commission rates that are about twice as high as the commission charges by brokers in comparable countries. Given the enormous size of the residential home sale market—both in aggregate terms and as a percentage of wealth owned by the average homeowner—this cost discrepancy results in U.S. homeowners transferring tens of billions of dollars each year to brokers that would be saved in a more competitive and fair market. In Et Tu, Agent? Commission-Based Steering in Residential Real Estate (“Et Tu?”), Jordan M. Barry, Will Fried, and John William Hatfield provide …

Expanding Astrobiology: The Case For A Lunar Biorepository, Mary Hagedorn, Lynne R. Parenti, Robert A. Craddock, Pierre Comizzoli, Paula Mabee, Bonnie Meinke, Susan Wolf, John C. Bischof, Rebecca D. Sandlin, Shannon N. Tessier, Mahmet Toner, Baptiste Journaux, Robert Ambrose, Garret Fitzpatrick

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Earth’s resources are essential to support an expanding presence beyond the planet. Yet global conflicts, environmental change, and natural disasters threaten ecosystems and biodiversity, putting the integrity of Earth’s ecosystems and its resources at risk. These converging challenges underscore the urgency to develop innovative strategies to conserve Earth’s biodiversity. Astrobiology—seeking to understand life’s origins, limits, and potential beyond Earth—plays a central role in this effort, helping to preserve Earth’s species while also providing critical assets to explore and work in space. A Lunar Biorepository was proposed to hold cryopreserved samples from among the most critical species on Earth. Here, we …

Imperfect Guardians, Amna A. Akbar, Ryan D. Doerfler

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Professor David Strauss attributes the U.S. Supreme Court’s reactionary jurisprudence to a breakdown of elite consensus. He observes that lawyers and judges disagree about the proper “victims” of our political process: Are they Black, Brown, and LGBTQ+ people or, instead, Whites, Christians, and gun owners? Strauss worries the jurisprudential approach that emerged from Carolene Products now allows for judicial intervention on behalf of groups loaded with political power. Even then, he insists on the classic liberal defense of the courts: that courts serve as an important if imperfect check against the majoritarian domination of minorities.

In this Essay, we identify …

Why Boards Should Have Rotating Contrarians, Dana Brakman Reiser, Claire A. Hill

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Too often, for-profit and nonprofit boards are too passive, deferential or both. Their failures to engage their critical faculties have resulted in serious harms as diverse as Boeing planes crashing and the NRA squandering millions of dollars. This article proposes a simple mechanism to stimulate critical thinking by individual directors and improve overall board dynamics: a designated contrarian position that rotates among members of the board. During her term, the contrarian’s job would be to raise objections to the organization’s proposed actions – or inaction. After their terms, each contrarian would resume her duties as a regular board member, replaced …

Ai-Powered Lawyering: Ai Reasoning Models, Retrieval Augmented Generation, And The Future Of Legal Practice, Daniel Schwarcz, Sam Manning, J. J. Prescott, Patrick Barry, David R. Cleveland, Beverly Rich

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Generative AI is set to transform the legal profession, though its most promising uses and ultimate effects are still unclear. While AI models like GPT-4 improve efficiency, they can also “hallucinate” and may undermine legal judgment, particularly in complex tasks typically handled by skilled lawyers. This article examines two emerging AI innovations that may mitigate these concerns: Retrieval Augmented Generation (RAG), which grounds AI-powered analysis in legal sources, and AI reasoning models, which structure complex reasoning before generating output. We conduct the first randomized controlled trial assessing these technologies, assigning upper-level law students to complete legal tasks using a RAG-powered …

Legalistic Noncompliance, Daniel Deacon, Leah Litman

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Will the executive branch comply with court orders? That question has garnered a considerable amount of attention over the first few months of the second Trump administration. But what does it mean to comply? And what if a form of noncompliance is already occurring?

This Article documents an emerging practice that has dominated the second Trump administration's approach to unfavorable court rulings, a practice this Article calls legalistic noncompliance. Legalistic noncompliance occurs when the administration uses the language of the law as cover to claim that it is complying with court orders when in fact it is not. Drawing …

State Climate Superfunds, Rachel Rothschild

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The harmful effects of climate change have already arrived in cities and states across America, with disasters increasing markedly in recent years along with more gradual environmental changes like sea-level rise and drought. To protect populations and natural resources, significant funding will be necessary for preventative measures as well as disaster response.

At present, it is states and ordinary taxpayers who must shoulder the enormous costs and planning for climate adaptation. A number of state legislators, however, have recently proposed enacting new laws that would require the companies who have most profited from fossil fuel usage to assist in funding …

States As Gatekeepers In Global Governance, Kristina Daugirdas

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Over the last several decades, private actors—corporations, philanthropic foundations, and non-governmental organizations—have increasingly contributed to the development and implementation of public international law. In some cases, private actors are developing standards that serve as substitutes for public regulation. In other cases, private actors have been “invited in” to public international organizations as funders, accredited observers and consultants, and even representatives of member states. According to one estimate, 56 percent of international organizations offered some form of access to private actors in 1990; two decades later, more than 90 percent did.

What we are witnessing, in other words, is the growing …

Authorship Nonsense, Jessica Litman

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Copyright law’s primary device for promoting progress is to bestow rights on the authors of works. Rights vest automatically and last for a very long time. Authors’ choices to retain, license, or transfer those rights fuel opportunities to communicate the works to their audiences. The copyright system’s mechanisms for determining who authored works (and therefore automatically obtained copyright rights) should be both accurate and reliable, since misidentifications will undermine the law’s working as intended.

This article examines authors’ creation of works and copyright law’s handling of authorship disputes. Many works result from creative collaboration. Although the copyright statute incorporates mechanisms …

The Basis Of The Labor Exemption Reconsidered, Sanjukta Paul

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Broadly speaking, this symposium queries the question of expanding some actors’ coordination rights under antitrust law as a way of effectuating legal goals relating to “power relations.” I commend the organizers of the symposium for opening this conversation, for asking about the use of “collective bargaining” beyond the traditional labor domain, and for taking on the question in a creative way. These broader questions are essential, and yet my own article will (paradoxically, perhaps) try to contribute to this effort by going back to the core domain of the labor exemption itself—where, it turns

How The U.S. Constitution Shapes International Tax Law: Instrument Choice In Tax Agreements, Noam Noked, Young Ran (Christine) Kim, Reuven Avi-Yonah

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The U.S. Constitution’s Treaty Clause, which requires Senate approval by a two-thirds vote for treaties, has significantly influenced the development of international tax law. This Article examines the implications of Senate supermajority requirements on bilateral and multilateral tax treaties and agreements, alternative instruments, relevant international tax standards, and global tax governance.

Historically, tax treaties have been approved exclusively as Article II treaties requiring Senate approval. The difficulty of entering into treaties with the United States has influenced the instrument choice and design of U.S. and international tax standards. To address this challenge, several U.S. and international tax reforms have employed …