Digital Commons Network^™

Disparate (Algorithmic) Advantage, Yunsieg P. Kim, Jacob Eisler

Hofstra Law Faculty Scholarship

No abstract provided.

Utility-Privacy-Communication Trade-Offs In Federated Financial Fraud Detection Under Non-Iid Client Heterogeneity, Baraa I. Farhan

Polytechnic Journal

Financial fraud detection is difficult because fraudulent transactions are rare, unevenly distributed, and sensitive. This study evaluates a lightweight multilayer perceptron under Federated Averaging (FedAvg), Federated Proximal optimization (FedProx), and Federated Adam (FedAdam), using three seeds and validation-selected decision thresholds. Corrected R4 experiments cover the Credit Card Fraud Detection benchmark, the larger Credit Card Transactions dataset, PaySim as a stand-alone synthetic stress test, and the Bank Account Fraud (BAF) Dataset Suite. On Credit Card, FedProx with 20 clients and alpha = 0.5 achieved F1 = 0.789 +/- 0.010. On Transactions, the best tested federated setting used 10 clients and achieved …

W. E. B. Du Bois And Black People's Blocked March Toward Equality, Michael Tonry

Articles

W. E. B. Du Bois, a man of extraordinary gifts, in 1897–1898 completed a survey of the lives of 9675 Black Philadelphians. Black inequality and crime were, he observed, products of interactions among legacies of historic racism, contemporaneous discrimination, and conditions of deep structural disadvantage. Criminologists have long documented the criminogenic effects of structural disadvantage, concluding that they are race-neutral, affecting people of all “races” in much the same way, but have only recently, like Du Bois, acknowledged that the background conditions of Black people's lives are not race-neutral. The policy implications are straightforward: Aggressively challenge invidious bias, identify and …

The Marjorie Kinnan Rawlings Journal Of Florida Literature, Volume Xxxiii (2026): Full Issue

The Marjorie Kinnan Rawlings Journal of Florida Literature

No abstract provided.

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 …

The Durability Of Protections Against Abuse At Interpol Amidst Rising Authoritarian Pressures, Kristina Daugirdas

Articles

Over centuries and across continents, authoritarian governments have demonstrated a large appetite for international cooperation to target political opponents across borders. In 1851, the “first modern police organization”—the Police Union of German States, whose members included Austria and Prussia—was established “with the express purpose of policing the political opposition of established autocratic regimes.” During the 1970s and early 1980s, military regimes in South America participated in a secret scheme known as Operation Condor to coordinate their efforts to suppress subversion. A recent analysis of twenty-nine “hard authoritarian” regional organizations found that twenty-five were engaged in police cooperation. The Shanghai Cooperation …

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 …

Merger Remedies Unbound, Dhruv Aggarwal, Albert H. Choi, Geeyoung Min

Articles

How should foundational contract law doctrines apply to corporate mergers? This Article argues that recent changes in Delaware law grant parties expansive contractual freedom to define their preferred remedies in merger agreements, untethered from the limits imposed by traditional contract law. A new provision in the Delaware corporate code, or the Delaware General Corporation Law (DGCL), permits penalty clauses in merger agreements, notwithstanding the traditional “anti-penalty doctrine” that forbids punitive liquidated damages in contracts. Delaware courts have also shown deference to specific performance provisions, treating them as presumptively enforceable commitments instead of retaining their traditional judicial discretion over the choice …

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 …

State Climate Superfunds, Rachel Rothschild

Articles

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 …

Authorship Nonsense, Jessica Litman

Articles

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

Articles

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

Articles

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 …

Useful Noise: Understanding Dicta And Knowing What To Do With It, Len Niehoff, Tucker Gribble

Articles

Sometimes we approach the idea of obiter dictum as if it were Latin for “Here the court says something I wish it didn’t.” When a judicial opinion includes a statement that hurts our case, we labor to cast it as dicta and we give it the first name “mere.” If the opposing party quotes the statement, we huff about its irrelevance and dismissively proclaim that it can, indeed must, be ignored. We treat dicta as background noise, and we encourage the court to plug its ears and hum.

Fcil Basics: Key Concepts, Fcil Librarianship, Fcil Resources & An Introduction To Treaty Research, Loren Turner, Meredith Capps, Charlotte Daugherty

Articles

No abstract provided.

Noneconomic Tort Damages And Biased Beliefs About Vulnerability To Harm, Roseanna Sommers

Articles

The American tort system aspires to provide fair compensation to injured plaintiffs, regardless of socioeconomic status, race, religion, or gender. Recent experimental evidence from psychology suggests, however, that factfinders consistently judge identical harms as less severe when experienced by individuals of lower socioeconomic status (SES). People presume, for instance, that a paper cut hurts a wealthy person more than a less well-off person, that domestic violence inflicts greater suffering on a high-SES woman than a lower-SES woman, and that bullying harms a fiveyear- old from a high-SES family more severely than one from a low- SES family. This Essay examines …

An Incidental Standard For Medical Ai, Nicholson W. Price Ii

Articles

Medical AI is poised to make a major difference in the provision of health. It brings major challenges, though: how can developers and implementers ensure that it will work safely and effectively—especially within the context of complex and highly variable health-care systems? Standards provide one key tool, potentially providing guidelines for everything from privacy to accuracy to how AI interacts with human clinicians. This Essay considers the last of these, describing a powerful quasi-standard from a surprising source: an FDA guidance document that tells developers when certain AI systems are not considered medical devices, and are therefore not regulated by …

Las Dos Teresas: How Women’S Critiques Of Imperialism And Patriarchy Transformed The Spanish Anarchist Movement, Stephanie Mendez

Women, Gender, and Sexuality Studies Undergraduate Honors Theses

The central question my thesis explores is how women’s participation in the Spanish anarchist movement in the late nineteenth century to early twentieth century transformed the meaning of anarchism and the anarchist movement. The anarchist movement failed to adequately acknowledge structural inequality between men and women. Women anarchists, such as Teresa Claramunt and Teresa Mañé, acknowledged this discrepancy by reimagining the practice of anarchism. They argued for the genuine expression of total liberation. This could only be achievable through the recognition of women’s subordination. They critiqued the role of patriarchy in maintaining women’s subordination. Through their vision for total liberation, …

Diffusion-Enhanced Nat-Bart Vision Language Transformer For Unified Urdu Word Recognition, Wahid Hussain, Shahbaz Hassan, Isma Ul Hassan, Ahmad Raza Shahid, Asif Naeem, Muhammad Usman Yaseen, Nouman Ashraf

Research Outputs: 2025-Present

Handwritten Urdu text recognition remains a very challenging problem due to the cursive and complex nature of the Nastaliq script. Each writer has a unique style, and there is a severe lack of large, well-labeled datasets. These challenges make Urdu text recognition much harder than for many other languages. Here we propose a novel and effective approach for handwritten Urdu word recognition that addresses both data scarcity and feature complexity. We utilized conditional diffusion models to generate synthetic handwritten Urdu word images. These models produce realistic word samples covering a wide range of variations, such as stroke thickness, curves, and …

Plant And Algal Mucilage: A Comprehensive Review On Sources, Extraction, Functional Properties, Health Benefits, And Emerging Trends In Food, Divya Singh Chauhan, Disha Mishra, Hamid, Vijay Singh Sharanagat, Amit K. Jaiswal

Research Outputs: 2025-Present

Plant- and algal-derived mucilage has gained attention as a sustainable, multifunctional biopolymer for food and allied applications, driven by the demand for clean-label ingredients, green processing technologies, and alternatives to petroleum-based additives. Mucilage is a complex hydrocolloid matrix primarily composed of heteropolysaccharides (e.g. pectins, arabinoxylans, galactomannans, glucomannans, and alginates), associated proteins, and bioactive compounds that provide hydration, rheological, emulsifying, gelling, and film-forming properties. This review aims to provide a comprehensive and critical synthesis of information on plant and algal mucilage, focusing on sources, extraction strategies, chemical composition, structural–functional relationships, health attributes, and emerging trends in food applications. This review systematically …

Assessment Of Allergenic Potential For Cross‐Reactivity Of Olive (Olea Europaea) Pit Xylo‐Oligosaccharide‐Rich Extract With Legislated Allergens In The European Union, Maame Ekua Manful, Joseph O'Shea, Antía Torres, Paz Otero, Catherine Barry-Ryan

Research Outputs: 2025-Present

Novel food sources must undergo allergenicity assessments to ensure consumer safety and regulatory compliance. Xylo-oligosaccharide-rich extract (XOS) derived from the valorization of olive (Olea europaea) pit is categorized as a novel food in the context of European Union (EU) food laws. Despite the functional benefits of xylo-oligosaccharides such as prebiotic, gut modulation, and weight management being a well-established area, there is a lack of information on the allergenic potential of olive pit-derived XOS extract. The study aimed to evaluate the cross-reactivity of olive pit-derived XOS extract with other allergens through both in vitro and in silico approaches. In vitro cross-reactivity …

United States V. Arthrex, Inc., 594 U.S. 1 (2021), Nina A. Mendelson, Rebecca S. Eisenberg

Book Chapters

United States v. Arthrex addressed a seemingly straightforward Appoint­ments Clause 1 challenge to the secretarially appointed administrative pat­ent judges (APJs) who serve on the Patent Trial and Appeal Board (PTAB). The challengers successfully argued that APJs exercised too much author­ity with too little supervision to qualify as "inferior" officers. Importantly, in Arthrex the U.S. Supreme Court also extended a recent string of invali­dations of legislative structures that had been aimed at enhancing agency independence. The Arthrex Court asserted the need for political control over agency adjudication decisions and did so, moreover, in an old depart­ment with a long administrative adjudication …

Optimizing Marketing Campaigns To Maximize The Response Rate For A Supermarket Using Machine Learning Techniques, Alia Almansoori

Theses

Supermarkets must improve their marketing tactics at a time of changing consumer behavior and increasing competition in the retail industry. Engaging the wide and sophisticated consumer base of today's supermarkets is difficult using traditional methods. This proposal presents a data-driven approach using cutting-edge machine learning methods to enhance supermarket marketing strategies. The main goal is to increase the response rate of marketing initiatives, which will improve consumer engagement and ultimately increase revenue. Additional primary objectives are customer segmentation and targeting, predictive modeling, personalization, ongoing performance monitoring, and ROI evaluation. The current problem centers around personalization and accuracy. Due to the …

Alzheimer's Disease Heterogeneity And Co-Pathologies: Defining Novel Targets, Biomarkers, Modalities, And Research Methodologies, Malú Gámez Tansey, Jorge J Llibre-Guerra, Suzanne E Schindler

2020-Current year OA Pubs

Alzheimer's disease (AD) is a biologically heterogeneous condition with vascular, proteinopathic, metabolic, and immune processes jointly shaping its clinical expression, trajectory of progression, and response to therapeutic intervention. Common AD co-pathologies such as cerebral amyloid angiopathy, Lewy body pathology, α-synuclein, and transactive response DNA-binding protein of 43 kDa (TDP-43)/limbic-predominant age-related TDP-43 encephalopathy are also increasingly connected with cognitive decline and therapeutic response. Significant advances in biomarkers, including seed amplification assays, proteomic signatures, and emerging positron emission tomography tracers bolster the field's understanding of a biological staging model and discovery of previously unrecognized co-pathologies. The Fall 2025 Alzheimer's Association Research Roundtable …

"Using Theories" And "Doing Theory": Tool And Action Orientations To Theory At The Interface Of Public Health And Anthropology, Peter Taber, Eileen M Dryden, Jean M Hunleth, Linda S Kahn, Lance Laird, Teresa Winstead, Genevra F Murray

2020-Current year OA Pubs

The use of "theory" is a common concern in public health and anthropology. However, the term can have quite distinct meanings. In this piece, we seek to name and characterize some tendencies in anthropological theorizing that contribute to potential misunderstandings when communicating with non-anthropologist colleagues in public health. In particular, we highlight differences between the use of recognizable, named "theories" that often explicitly frame public health research and interventions, and the open-ended and context-specific work of "doing theory" sometimes referenced in anthropology. Observing the linguistic shifts entailed to refer to theory in each of these cases-"using theories" versus "doing theory"-we …

Excess Nitric Oxide Alters Cellular Ph To Restrict Salicylic Acid Movement And Systemic Immunity, Fan Xia, Huazhen Liu, Keshun Yu, Xinyu Yuan, Aardra Kachroo, Pradeep Kachroo

Plant Pathology Faculty Publications

Plants carrying a mutation in S-nitrosoglutathione reductase 1 (GSNOR1) accumulate high nitric oxide (NO) and exhibit impaired immunity characterized by reduced pathogen-responsive salicylic acid (SA) accumulation and failure to activate normal SA signaling. We show that this reduced SA responsiveness in gsnor1 plants arises from impaired vascular-associated movement of SA, thereby compromising systemic acquired resistance (SAR). Elevated NO perturbs cellular pH homeostasis, acidifying the apoplast and alkalinizing the cytosol, which likely interferes with phloem-associated SA movement and renders gsnor1 plants unresponsive to foliar SA. In contrast, SA supplied via root drench restores SA signaling and SAR in gsnor1, …

Ai Washing And The Federal Government: How Government Agencies Can Address Risks Posed By The Growing Prevalence Of Artificial Intelligence In The Corporate Sphere, Sheheryar A. Khan

Student Works

No abstract provided.

Lorraine Mckinney- Sue Schwartz Gorham '56, Suzanne Gerber Offit '56, And Ami Hughes Montstream '56, Lorraine Mckinney, Sue Gorham, Suzanne Offit, Ami Montstream

Alumni Oral History Project

No abstract provided.

The Unmaking Of Section Two, Maureen Edobor

Scholarly Articles

Section 2 of the Voting Rights Act now stands at a paradoxical crossroads. Though it remains the statute’s central protection against racial vote dilution after Shelby County v. Holder, it is increasingly undermined by a constitutional framework that treats race-conscious remedies as suspect rather than necessary under Section 2. This Essay argues that Section 2 is being quietly unmade—not through direct invalidation, but through the convergence of Equal Protection Doctrine, racial-gerrymandering jurisprudence, and an ascendant commitment to colorblind constitutionalism. Tracing the Fifteenth Amendment’s original design and Congress’s expansive enforcement authority, the Essay situates Section 2 within a constitutional tradition …

Litigating The "Forever Chemical" Problem Through The Endangered Species Act, Charlotte A. Ramirez

Emory Law Journal

Per- and polyfluoroalkyl substances (PFAS), a class of man-made, resiliently bonded chemicals, cause harm to both humans and animals. These “forever chemicals” can compromise immunity, increase cancer risks, and cause reproductive harm. Addressing the harms caused by PFAS variants is crucial to protect public health, environmental health, and biological diversity. However, the United States’ current regulatory scheme takes a disjointed approach to PFAS regulation. This is complicated by the frequent development of new PFAS variants, whose effects and environmental presence are largely unknown and understudied. While even the protections provided for humans under the current regulatory scheme fall short of …