Digital Commons Network^™

Learning Ordinal Geometry: Semantic–Aware Kernels For Ordered Categorical Data, Ernest Fokoue

Articles

Ordinal data arise ubiquitously in survey research, psychology, medicine, economics, and recommender systems, yet kernel methods for such data typically rely on either nominal encodings or arbitrary numeric codings. The former discards order information; the lat- ter imposes a fictitious metric structure. This paper develops a principled framework for kernel design on ordinal scales and introduces a new class of Semantic–Aware Ordinal Ker- nels (SAOK) that simultaneously capture ordinal order and semantic proximity between categories. We begin by formalizing order–preserving embeddings of finite chains and characterizing a broad family of chain distances that are conditionally negative definite. Through Schoen- berg …

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

Articles

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, …

Surgical Removal Of Visceral Adipose Tissue Has Therapeutic Benefit In Male Appnl-F Mice, Samuel A. Mcfadden, Yimin Fang, Kathleen Quinn, Mackenzie R. Peck, Jenelle E. Chapman, Tiarra Hill, Andrzej Bartke, Erin R. Hascup, Kevin Hascup

Articles

Purpose:  Visceral white adipose tissue (vWAT) accumulation causes systemic inflammation, insulin resistance, metabolic syndrome, and senescent cell accumulation that are risk factors for Alzheimer’s disease (AD). Visceral fat removal (VFR) improves metabolism and reduces pro-inflammatory cytokines.  We hypothesized that VFR removal in AD mice would improve metabolism and cognition.

Methods:  Male and female APP^NL-F mice underwent sham or vWAT surgical resection (periovarian or epididymal and perirenal) at 4 (pre-symptomatic) and 16 (symptomatic) months of age to understand interventional and therapeutic effects, respectively.  At 18 months of age, glucose metabolism and novel object recognition (NOR) memory were assayed followed by …

Law And The Self-Coordinating Market Idea, Sanjukta Paul

Articles

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” …

Selecting Without Replacement From A Population Of Bands Of Serially Connected Objects, James E. Marengo, Dominick Banasik, Joseph Voelkel, David L. Farnsworth

Articles

The sampling procedure from a finite population of objects that are serially attached into bands is described and analyzed. One object is randomly selected and removed at a time, which results in that object’s band being broken into two bands or shortened by one object. The main result gives the probability of choosing an object that is part of a band of serially connected objects of any specified size at each stage of the selection process.

Feedback Loops: Half-Life Your Message, Patrick Barry

Articles

I sometimes get asked to design training workshops to help organizations ensure their employees receive the consistent, high-quality feedback needed to develop and improve. A pretty common request is for workshops that give people feedback on their communication styles and push them to become more concise and compelling writers and speakers. Nobody, for example, has ever asked me, “Is there any way you can teach our lawyers to write longer, more rambling emails?” Or “Can you show us how to drone on and on while giving a presentation or running a meeting?”

Sidewalk Living, Michael C. Pollack

Articles

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 …

Resurrecting Immigration Releases, Lindsay Nash

Articles

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 …

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

Articles

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 …

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

Articles

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 …

Flexible Funding Authorities To Support Tribal Climate Adaptation, Monte Mills, Sydney Anderson, Lauren Young

Articles

This project is part of a policy research effort intended to support Tribes, federal agencies, and Tribal and non-Tribal organizations in addressing some of the climate adaptation barriers and needs experienced by Northwest coastal Tribes. Accessing and administering Federal funds is a significant challenge for Tribes. Existing federal funding sources are often accompanied by rigid rules that make it difficult for Tribes to flexibly allocate funds as needed, and include strict qualification criteria that limit Tribal access to funds. Short-term funding cycles can be disruptive to long-term staffing and project needs, and are often misaligned with Tribal priorities.

A Citizenship Model Of The Fourth Amendment, Danieli Evans

Articles

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 …

Read But Not Understood? An Empirical Analysis Of Consumer Comprehension In Homeowners Insurance, Daniel Benjamin Schwarcz, Brenda Cude, Kyle D. Logue, German Marquez Alcala

Articles

Modern contract law assumes that consumers meaningfully assent to the standard forms that govern their daily lives. However, this assumption is widely regarded as a legal fiction for two key reasons: first, most consumers do not read standard forms, and second, even those who do often struggle to fully comprehend their terms and implications. Although the lack of consumer reading has been well documented through empirical research, consumers’ ability to comprehend standard-form contracts has received surprisingly little attention.

This Article addresses the latter issue by empirically examining whether providing excerpts from the dominant standard-form homeowners insurance policy improves consumer understanding …

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

Articles

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

Articles

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 …

States As Gatekeepers In Global Governance, Kristina Daugirdas

Articles

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 …

Designing Contract Modification, Albert H. Choi, George G. Triantis

Articles

For long-term commercial contracts, modification tends to be the norm rather than the exception. While modification often takes place in response to an arrival of new information, contracting parties frequently modify the terms in response to a shift in bargaining power. In this Article, we explain how the flexibility to renegotiate in response to a shift in bargaining power can facilitate long-term contracting and thereby beneficial reliance investments and risk allocation. The prospect of modification can induce contracting parties who expect their bargaining power to improve, such as from the emergence of outside opportunities, to enter into contracts earlier and …

Allocating Electricity, Alexandra Klass, Dave Owen

Articles

The U.S. electricity system is premised on the ideas that utilities have a duty to serve all customers in their service territories and that electricity supply should always meet demand. Until recently, there has been little reason to question these foundational premises. U.S. electricity demand has remained flat for over a decade, and during earlier periods of growth, new energy generation plants were relatively easy to build. Now, however, electricity experts predict massive load growth—most notably from data centers to power artificial intelligence and cryptocurrency—and building new power plants is no longer easy.

Major efforts are underway to increase electricity …

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

Articles

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

Articles

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 …

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

Articles

No abstract provided.

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

Articles

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

Articles

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

Articles

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

Articles

No abstract provided.

Follow The Money: A Historical And Bibliometric Reflection On The Rise Of Law And Economics, 1970-2025, Scott H. Dewey

Articles

From roughly 1970 to 2010, law and economics rose from the margins to a dominant position in American legal academia, accompanied by a dramatic increase in citations to law and economics scholarship. Citation analysis is often treated as a proxy for intellectual merit, but that assumption becomes questionable when ideas are advanced through systematic, well-funded, and sustained promotion aimed at serving specific political and economic interests. This study examines the right-wing funding networks that supported the rise of law and economics and analyzes the resulting bibliometric patterns in legal scholarship. By tracing these financial and citation dynamics, the study argues …

Jurisdiction And Citizenship, Ilan Wurman

Articles

This Article makes a series of interventions into the existing literature on birthright citizenship. It makes three historical claims about the common law rule and its development. First, the Article centers the importance of parental status. The relevant status was not the citizenship of the parents, however, but whether they were under the protection of, and owed allegiance to, the sovereign. The common law rule therefore did not depend on descent, but the modern belief that the rule depended solely on place of birth is also mistaken. Second, it reveals through an examination of safe-conducts and English statutes from the …

Untangling Ai Openness, Parth Nobel, Alan Rozenshtein, Chinmayi Sharma

Articles

The debate over AI openness—whether to make components of an artificial intelligence system available for public inspection and modification—forces policymakers to balance innovation, democratized access, safety, and national security. By inviting startups and researchers into the fold, it enables independent oversight and inclusive collaboration. But technology giants can also use it to entrench their own power, while adversaries can use it to shortcut years and billions of dollars in building systems, like China’s DeepSeek, that rival our own. How we govern AI openness today will shape the future of AI and America’s role in it.

Policymakers and scholars grasp the …

Space Mining, Richard Painter

Articles

The Trump Administration and U.S. Congress are promoting new ventures to extract valuable minerals from outer space. This Article does not dismiss the idea out of hand, but explores reasons for caution, including practical problems with space mining, its environmental impact, the likelihood that the United States could violate international law, and the risk of armed conflict. These problems are exacerbated by financial conflicts of interest in our government with a handful of billionaires, who have a financial interest in space mining work. The promotion of their agenda could involve wasteful government spending on subsidies for private ventures, with a …

Adding Family Complications To Birthright Citizenship, Scott Titshaw

Articles

On the first day of his second administration, President Trump issued an executive order purporting to restrict citizenship of U.S.-born children based on their parents’ citizenship or immigration status. In the process, it discriminates between mothers and fathers and adopts genetic definitions of “mother” and “father” to exclude any parent, who is not the child’s “immediate … biological progenitor.”

Courts and scholars have condemned this attempt to restrict birthplace citizenship as a violation of both the Fourteenth Amendment and the Immigration and Nationality Act. Yet there has been little, if any, discussion of the new family-based conditions in the order. …