Digital Commons Network^™

Exploring The Limits Of Qualified Immunity Under Harlow’S Discretionary Function Test, James E. Pfander, Alexander A. Reinert

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No abstract provided.

Algorithmic Tax Ownership, Young Ran (Christine) Kim, Dmitry Erokhin

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Tax ownership is a crucial concept for determining tax liabilities, compliance, and enforcement. However, neither the courts nor the IRS has provided clear guidance on how to analyze it. Since the Supreme Court first outlined a twenty-six-factor test for determining tax ownership in Frank Lyon Co. v. United States in 1978, this multifactor test has remained largely unchanged, and there has been no further guidance from the courts or the IRS to this day. Even tests with shorter lists of factors only add to the confusion regarding compliance and enforcement, as there is no clarity on which factors are most …

Technology Before, During, And After Incarceration: Current Product Landscape, Sociotechnical Concerns, And Legal Considerations In The U.S. Context, Yael Eiger, Taylor Hansen, Teanna Barrett, Jevan Hutson, Bryce Clayton Newell, Franziska Roesner

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Emerging technology, including AI, is proliferating throughout the U.S. carceral system. These technologies are marketed to prisons and police departments and then procured using taxpayer money. Previous investigative reporting has exposed troubling kickback schemes, unconstitutional data collection practices, and biased algorithmic outcomes in a handful of prominent technologies (e.g., Flock, Palantir, Clearview AI, COMPAS). In this work, we consider the broader ecosystem of carceral technologies: we catalog 122 products from 53 companies selling technology to carceral institutions. In a collaboration among computer science, law, and surveillance studies scholars, we surface sociotechnical, ethical, and legal concerns related to the use and …

Joint Bank Accounts: Who Needs Them?, Reid K. Weisbord, Stewart E. Sterk

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Joint bank accounts, once known as a “poor man’s will,” emerged more than a century ago as a probate avoidance device. This Article contends that joint accounts no longer serve a useful estate planning function, and they pose an unacceptably high risk to banking consumers because the legal framework governing lifetime ownership rights is deeply flawed and underdeveloped. Courts typically apply one of two prevailing models for allocating lifetime rights: (1) the traditional joint tenancy approach, which presumes equal ownership of account funds by each party; and (2) the Uniform Probate Code’s approach, which presumes ownership in proportion to each …

A Gdpr-Compliant Fatca Structure?, Michael Hatfield

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A 2025 Belgian Data Protection Authority (DPA) decision and ensuing preliminary questions referred by the Belgian Market Court to the Court of Justice of the European Union (CJEU) highlights the tension between the General Data Protection Regulation (GDPR) and the US Foreign Account Tax Compliance Act (FATCA) structure in Europe. The FATCA structure relies on intergovernmental agreements (FATCA IGAs) between the US and EU Member States. Under these agreements, Member State tax authorities transfer personal data of their citizens and residents to the US Internal Revenue Service (IRS). It may be determined that these transfers violate some or all of …

Agency Fact-Making, Haiyun Damon-Feng

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Modern administrative-law scholarship, theory, and doctrine generally conceptualize agencies as engaging in three primary functions: rulemaking, enforcement, and adjudication. This understanding of agencies has informed deep debates surrounding the power, independence, and constitutional legitimacy of the administrative state. But the prevailing account is incomplete. It overlooks a fourth core function of the administrative state: its fact-making, or epistemic, function. Across the administrative state, agencies create and disseminate information in ways that are uniquely comprehensive and uniquely powerful. Agencies’ epistemic outputs include the census generated by the Census Bureau, repositories of public-health information maintained by the Centers for Disease Control and …

Vaccines, Religious Liberty, And The Gvr As Doctrinal Signal, Zalman Rothschild

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This Essay proceeds in four Parts. Part I traces the doctrinal baseline, showing that vaccines have long functioned as the limit case for religious liberty. Part II briefly describes the doctrinal changes of the COVID-19 era — the Supreme Court’s expansion of religious equality doctrine, and its emergency-docket denials that left vaccine mandates formally unresolved — before explaining why the GVR in Miller signals a different move: the extension of the religious liberty framework to vaccine mandates, bypassing the comparability analysis that had allowed most courts to sustain them under the equality model. Part III turns to Miller itself and …

Protecting Cultural Personality, J. Janewa Osei-Tutu

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When companies use cultural symbols or cultural heritage from an indigenous or local community without their knowledge or permission, it can lead to claims of cultural appropriation, particularly in the fashion industry. Yet, the law provides little to no remedy. Trademarks and geographical indications can be used to protect collective cultural identities. However, these intellectual property laws are not helpful if the affected cultural group has not commercialized its identity by offering goods or services to the public. This Article contributes to the literature by theorizing a dignitary-based intellectual property model for protecting cultural identities. It draws on the U.S. …

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 …

Is Tax “Law”?, Luís C. Calderón Gómez

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Although taxation remains a hotly contested issue in debates by both politicians and political theorists—over the optimal size of government, distributive (and sometimes corrective) justice, or even the legitimacy of current private property arrangements—taxation has been largely ignored by legal theorists, to the detriment of both tax law and legal theory.  This Article argues that tax law, driven by its battle against tax evasion, is in deep conflict with widely accepted conceptions of “legality”—that is, the qualities that make a rule distinctively and normatively “law.”  This matters because legality is a key buttress in jurisprudential and political theory accounts that …

Slurry-As-A-Service: A Modest Proposal On Scalable Pluralistic Alignment For Nutrient Optimization, Rachel Hong, Yael Eiger, Jevan Hutson, Os Keyes, William Agnew

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Pluralistic alignment has emerged as a promising approach for ensuring that large language models (LLMs) faithfully represent the diversity, nuance, and conflict inherent in human values. In this work, we study a high-stakes deployment context—mulching—where automated systems transform selected individuals into nutrientrich slurry for the dual purposes of food security and aesthetic population management. Building on recent pluralistic alignment frameworks, we introduce ValueMulch™, a reproducible training, deployment, and certification pipeline for aligning mulching models (MMs) to a wide range of community norms. Through a real-world testbed spanning 32 communities, we show that ValueMulch™ improves distributional agreement with community mulching preferences …

A Legal Transplant Failure In The Ai Age, Xuan-Thao Nguyen

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Thailand positions itself as the new AI-driven innovation hub in the Southeast Asia region as Big Tech companies invest billions in building new data centers to power the AI transformations in all sectors in Thailand. An integral part of Thailand’s new ambition is the legal transplant of personal data protection law from Europe. The transplant, however, is of form, not substance, as this Article illustrates the failure through in-depth analysis of Thailand’s Personal Data Protection Act and provides evidence of rampant violations and noncompliance by the largest ecommerce conglomerate and SMEs. This Article offers suggestions for Thailand to realign its …

Brokering Safety, Chinmayi Sharma, Thomas E. Kadri, Sam Adler

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For victims of abuse, safety means hiding. Not just hiding themselves, but also their contact details, their address, their workplace, their roommates, and any other information that could enable their abuser to target them. Yet today, no number of name changes and relocations can prevent data brokers from sharing a victim's personal information online. Thanks to brokers, abusers can find what they need with a single search, a few clicks, and a few dollars. For many victims, then, the best hope for safety lies in obscurity-that is, making themselves and their information harder to find.

This Article exposes privacy law's …

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. …

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, …

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 …

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 …

Small Enough To Fail: The 2018 Amendments To The Dodd-Frank Act, Regulatory Stress Tests, And Post-Pandemic Bank Failures, Jacob R. Bourgault, Edward S. Adams

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No abstract provided.

Constitutional Limits On The President's Authority To Adjourn Congress, Allan Erbsen

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Can the President adjourn Congress, declare that the adjournment constitutes a recess, and appoint cabinet officers without the Senate’s consent? President Donald Trump has considered invoking this supposed power. Adjourning Congress would enable the President to appoint otherwise unconfirmable officials. Even if the President does not adjourn Congress, the looming threat of adjournment could chill the Senate’s review of nominees.

This Article concludes that the President cannot evade the Senate’s role in the appointments process by adjourning Congress. Three clauses in the Constitution inform the analysis: the Consent Clause, which requires each house to consent to the other’s adjournment; the …

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 …

Claiming History, June R. Carbone

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No abstract provided.