Digital Commons Network^™

Using Machine Learning To Predict State Compliance With International Legal Obligations For Registration Of Space Objects: Comparative Performance Of Logistic Regression And Dense Neural Network Models, Jonathan K. Sawmiller

Student Publications

Approximately 12% of satellites and other objects launched into outer space have not been registered with the United Nations (UN) as required by international law. To predict whether States will register a launched space object and understand what factors influence a registration decision, data from a UN online index of space objects was used to train and select the best machine learning model. After preparation, the dataset had 1938 datapoints with 11 features, with categorical features simplified and converted to binary.

Multiple variations of classical logistic regression models were compared to multiple variations of dense neural network models. The best …

The Psychological Impacts Of Algorithmic And Ai-Driven Social Media On Teenagers: A Call To Action, Sunil Arora, Sahil Arora, John Hastings

Research & Publications

This study investigates the meta-issues surrounding social media, which, while theoretically designed to enhance social interactions and improve our social lives by facilitating the sharing of personal experiences and life events, often results in adverse psychological impacts. Our investigation reveals a paradoxical outcome: rather than fostering closer relationships and improving social lives, the algorithms and structures that underlie social media platforms inadvertently contribute to a profound psychological impact on individuals, influencing them in unforeseen ways. This phenomenon is particularly pronounced among teenagers, who are disproportionately affected by curated online personas, peer pressure to present a perfect digital image, and the …

Florida's Homeowners Insurance Problems, Peter Molk

Connecticut Insurance Law Journal

Floridians have seen dramatically rising homeowners insurance premium increases over the past several years, with year-over-year increases of forty percent or more over multiple years. The problem grew so severe that the State legislature convened a special session in 2022 to address the problem, ultimately passing several efforts designed to moderate rates. This Article reviews the evidence of Florida's experience to interrogate why the State has suffered disparately high homeowners insurance premium increases. In light of this interrogation, I critically assess the prospects for the recent legislative efforts and other suggestions to address the underlying problems. Reform efforts predominantly address …

(Synthetic) Stump Speech: Crafting Generative Ai Disclosure Regulations For Political Advertisements, Alex Paget

Fordham Law Review

Synthetic media, or content generated using artificial intelligence, has begun to infect political advertising. Federal legislation has spent most of its time stalled in committees, but states and online platforms have rapidly implemented regulations. Although synthetic media may pose harms through voter manipulation and democratic distortion, it also can lower campaign costs and more vividly illustrate conceptions of a political choice’s consequences. Some governments and commentators have sought to prohibit the most harmful forms, while others have focused more on transparent approaches to regulation. In the face of yet another contentious election cycle, the question of how to ensure choices …

Law School Record, Vol. 71, No. 1 (Fall 2024), Law School Record Editors

Law School Record

• Message from the Dean
• The Law School celebrates its annual Hooding and Diploma Ceremony
• Coase-Sandor Institute celebrates a milestone
• Judith Wright Fellowship marks an anniversary
• Jenner & Block Supreme and Appellate Clinic Scores a victory
• Exoneration Project secures three key wins
• AI and the Law
• In the Sports Arena
• Theory in Practice
• Professor Alison LaCroix discusses her new book
• The Law School welcomes three new faculty members
• Professor Farah Peterson wins a prestigious award
• Students discuss their summer experiences
• Development News
• Reunion highlights
• In Memoriam
• Giving Back: Vanessa Countryman,'05

2024 Cardozo Life (Fall), Benjamin N. Cardozo School Of Law

Cardozo Life Magazine

Table of Contents:

Cardozo’s International Advocate for Peace Award Given to Richard Haass, page 3

Justice for All, page 14

Faculty in the Media, page 20

Faculty Scholarship, page 24

Find Your FAME, page 28

Meet Miriam Lacroix, Cardozo’s New Director of Diversity and Inclusion, page 50

Student Briefs, page 52

Commencement ’24, page 56

Alumni Events, page 58

Alumni Spotlight, page 60

Class Notes, page 74

In Memoriam, page 78

Juries And Tax: The Effect Of Income Taxation On Tort Damages, Jeffrey H. Kahn, John E. Lopatka

South Carolina Law Review

No abstract provided.

Equality, Morality, & Religious Liberty, Mitchell F. Crusto

SMU Law Review Forum

On June 29, 2023, the Supreme Court ruled that the use of a specific race-conscious “tool” in the admission decisions of public and private colleges to achieve diversity is unconstitutional. However, in his nuanced opinion, Chief Justice John Roberts seemed to renew the Court’s commitment to the anti-discrimination vision of the Civil Rights Act of 1964 and its progeny. Furthermore, the Court’s decision provided the possibility of an exception for its stated restriction, that is, for military service academies. Nonetheless, the Court’s ban on a race-conscious tool is expected to have a substantial, negative effect on the application and enrollment …

Let Sleeping Dogs Lie: A Comparative Analysis Of The Dormant Commerce Clause And Internal Trade Barrier Mitigation, Naman Patel

Washington Law Review

The Dormant Commerce Clause jurisprudence of the United States has been one of the most widely criticized doctrines of American constitutional law. However, most of these criticisms fail to consider the economic implications of the Dormant Commerce Clause, namely the benefits this doctrine has provided in facilitating internal free trade amongst the states. This Comment argues that the Dormant Commerce Clause has given American courts an effective tool to promote interstate free trade by removing state regulations that create non-tariff barriers to trade. To support this assertion, this Comment utilizes a comparative constitutional analysis to examine how the constitutional systems …

Unicorn Shareholder Suits, Verity Winship

Indiana Law Journal

How U.S. companies raise money and grow has fundamentally shifted. Large private companies dominate the corporate landscape, with a ballooning list of private companies valued at more than a billion dollars—the unicorns. This Article examines the implications of this shift for shareholder litigation. Drawing on an original study of shareholder litigation against private companies valued at more than a billion dollars as of 2016, the Article analyzes barriers to unicorn shareholder suits and explains why such suits look quite different than shareholder litigation on the public side. It concludes by identifying remaining routes for litigants and evaluating the extent to …

Advancing Academic Freedom Through State Constitutional Protections, Karlie M. Bischoff

UC Law Constitutional Quarterly

No abstract provided.

Rogue Ai Patents And The Uspto’S Rejection Of Alice Joshua A. Z, Joshua A. Zuchniarz

University of Chicago Law Review

AI inventions, from ChatGPT to self-driving taxis, have taken the world by storm. Many of these inventions are protected by patents, and the number of AI patents is rapidly growing. Yet a large number of AI patents are flawed, prone to invalidation in court. This Comment argues that many AI patents were granted on legally flawed grounds, pursuant to United States Patent and Trademark Office (USPTO) regulations that systematically departed from controlling case law. The existence of these flawed patents poses a growing problem. Courts may invalidate the patents, upsetting expectations of an important, nascent industry. On the other hand, …

Blind Grading Gives Law Schools 20/20 Vision, Amy H. Soled

Dickinson Law Review (2017-Present)

There has been a big push to revamp legal education. Many have argued that after years of doing things the same way, it is time to change. While there is validity for the need for reform, educators should embrace the one thing legal education has gotten right: anonymous or blind grading. This Essay makes the case that blind grading should not only remain in legal education, but every law school course should adopt it, including writing and clinical courses. Only through blind grading can law schools better succeed in the ABA mandated goals of diversity, equity, and inclusion. Grades are …

Artificial Fiduciaries, Zhaoyi Li

Washington and Lee Law Review

The rapid development of technology in the last decade has affected all levels of society. Corporate governance has not been immune to these changes. In the future, Artificial Intelligence (“AI”) fiduciaries may be technologically capable of serving as independent corporate directors. This could be an effective way to address the challenge of the absence of truly independent directors in the traditional governance framework. Artificial fiduciaries could also offer a way to mitigate agency costs and improve overall corporate governance. However, traditional corporate law lacks solutions for coping with the integration of AI into corporate governance.

Currently, there is little scholarship …

Towards Green Crypto Mining: Regulating Sustainability In Canada And Iceland — A Dual Approach With Lessons From Bitcoin And Copper Industries, Gulnoza Abdurakhmonova

Canadian Journal of Law and Technology

Cryptocurrency mining has emerged as a significant sector within the digital economy, characterised by its substantial energy consumption and its impact on environmental sustainability. The article undertakes a comparative analysis of the regulatory frameworks governing cryptocurrency mining in Canada and Iceland, with a particular emphasis on addressing energy consumption and environmental concerns. The article aims to provide valuable insights into crafting effective regulatory strategies that balance the growth of the crypto mining industry with sustainable energy practices. It will highlight the growing importance of regulating this industry to address these challenges effectively.

L’extraction de crypto-monnaie est devenue un secteur important …

The Privacy Fallacy: Harm And Power In The Information Economy By Ignacio Cofone, Christopher D'Souza

Canadian Journal of Law and Technology

‘‘Our privacy is besieged by tech companies,”1 laments Ignacio Cofone, Law Professor and privacy aficionado, in The Privacy Fallacy: Harm and Power in the Information Economy. In an enlightening yet harrowing discourse, Cofone draws on insights from behavioural science, sociology, and economics2 to argue that the widespread consent-based model of privacy is not only outdated, but untenable given modern data practices.3 Further, Cofone acknowledges the increasing use of Artificial Intelligence (AI) in data processing, leading to novel challenges for the safeguarding of personal information.4 Thus, The Privacy Fallacy is more than just about privacy law’s shortcomings; it also raises questions …

Antitrust After The Coming Wave, Daniel A. Crane

Articles

A coming wave of general-purpose technologies, including artificial intelligence ("AI"), robotics, quantum computing, synthetic biology, energy expansion, and nanotechnology, is likely to fundamentally reshape the economy and erode the assumptions on which the antitrust order is predicated. First, AI-driven systems will vastly improve firms' ability to detect (and even program) consumer preferences without the benefit of price signals, which will undermine the traditional information-producing benefit of competitive markets. Similarly, these systems will be able to determine comparative producer efficiency without relying on competitive signals. Second, AI systems will invert the salient characteristics of human managers, whose intentions are opaque but …

Tactical Restructurings, Diane Lourdes Dick

Fordham Law Review

The traditional legal account of a corporate debtor’s journey into and through bankruptcy reorganization naturally focuses on legal rights and entitlements, such as obligations arising under the debtor’s existing agreements and rights articulated in the U.S. Bankruptcy Code. But the traditional legal account does little to probe why these prior agreements and transactions were entered into in the first place, and how they interact with the bankruptcy system to generate predictable outcomes. Rather, the traditional legal account applies a presumption that the debtor’s financial characteristics, qualities, and features (what this Article calls “restructuring attributes”) are not premeditated, at least insofar …

Regulating Crypto Intermediaries, Eric D. Chason

Faculty Publications

Early 2024 produced a dramatic rebound in cryptocurrency markets as Bitcoin hit an all-time high price in March 2024. This surge was fueled in large part by judicial and regulatory action. After years of denials and a high-profile defeat in court, the U.S. Securities and Exchange Commission (SEC) finally approved the first exchange-traded funds (ETFs) for Bitcoin in January 2024. Many believe that these approvals will lead to a greater shift of investment funds into crypto. Crypto regulation is not, however, ready for this shift. While ETFs have clear treatment under current law, other institutions lack the same clarity or …

China And Global Trade Order Post Ukraine War: From Value Chains To Values Chains, Henry S. Gao

Research Collection Yong Pung How School Of Law

China has long been hailed as the biggest success story in economic development through integration into global value chains, especially since its accession to the WTO 20 years ago. However, it is much less well-known how China refitted the global value chain narrative to influence economic analysis and trade governance. At the same time, the value chains analysis also backfired when the U.S. tried to cut China out of its supply chains and pushed for decoupling with China, while China itself started to abuse its role in value chains for political gains. The process was further accelerated by the Ukraine …

The Framework Is The Message: Legal And Ethical Implications Of Chatgpt, Amanda Turnbull

Canadian Journal of Law and Technology

The rapid rise of generative AI represents a palpable paradigm shift: models like GPT-3 (and its subsequent iterations), DALL-E, and AlphaCode are becoming foundation models for many other AI-based applications. Foundation models may be used for many different tasks with minimal modification and are positioned to replace task-specific models of AI. This holds tremendous promise in society such as advancing scientific research, rethinking education and training, and creating new types of art and expression. At the same time, however, generative AI has its dark side such as accuracy risk, the threat of large-scale unemployment, potential security vulnerabilities, and AI misbehaviour …

Tax In Law Schools, Michael Hatfield

Articles

At the 2023 Association of American Law Schools Tax Section meeting, professors discussed their impressions of a decline in the number of JD students studying tax. Their impressions were consistent with declines that have been documented in similar fields. Between 2011 and 2021, U.S. accounting programs saw an 18% drop in students, while new CPA candidates declined 39% from 2010 to 2022. In the United Kingdom, the number of law schools that teach tax has diminished by 43% since 2002. This Article examines tax education in 40 U.S. law schools, focusing on course offerings and enrollment trends from 2012 to …

Can Federated Learning Solve Ai’S Data Privacy Problem?: A Legal Analysis, Warren B. Chik, Florian Gamper

Research Collection Yong Pung How School Of Law

Federated learning (FL) is a method of training AI systems on different datasets without sharing data. The promise of FL is to enable AI systems to be trained on data, including personal data, while preserving data privacy and confidentiality, and thus, inter alia, facilitate compliance with data protection legislation. FL has generated a considerable interest amongst the computer science community, yet there is a dearth of legal analysis of FL. This is a problem because the question of whether FL facilitates compliance with data protection legislation is a legal question. This article will fill this lacuna by providing a comprehensive …

Trust And Robotics: A Multi-Staged Decision-Making Approach To Robots In Community, Wenxi Zhang, Willow Wong, Mark Findlay

Research Collection Yong Pung How School Of Law

With the desired outcome of social good within the wider robotics ecosystem, trust is identified as the central adhesive of the human–robot interaction (HRI) interface. However, building trust between humans and robots involves more than improving the machine’s technical reliability or trustworthiness in function. This paper presents a holistic, community-based approach to trust-building, where trust is understood as a multifaceted and multi-staged looped relation that depends heavily on context and human perceptions. Building on past literature that identifies dispositional and learned stages of trust, our proposed decision to trust model considers more extensively the human and situational factors influencing how …

Innovation Challenges In The Air Force Sbir Program: From The Small Businesses' Perspective, Hart J. Holt, Amy M. Cox, Scott Drylie, David S. Long, Alfred E. Thal Jr., Robert D. Fass

Faculty Publications

Every year the United States invests $3.2 billion in the Small Business Innovation Research (SBIR) program to promote innovation among the nation’s small businesses. Half of this investment is from the DoD. This research considers the challenges faced by small businesses innovating with the DoD, particularly those awarded SBIR contracts with the United States Air Force. The authors surveyed 286 unique small businesses that were previously awarded an Air Force SBIR contract. By asking the survey respondents open-ended questions and categorizing their responses, they pinpoint unaddressed challenges from the small business perspective. By categorizing survey responses through Qualitative Content Analysis, …

Regulating Shipping Of Carbon Dioxide For Sequestration, Carolina Arlota, Michael B. Gerrard

Faculty Scholarship

A number of facilities intended for permanent sequestration of carbon dioxide are being developed in the United States. Several will be located on or near the coast of the Gulf of Mexico, making them easily accessible to ships. Meanwhile, in Europe there is substantial interest in capturing carbon dioxide from industrial operations, but currently inadequate sequestration facilities, and growing interest in shipping carbon dioxide for sequestration in the United States. This Article reviews the main U.S. federal laws applicable to transportation and geologic storage of carbon dioxide, including laws enacted to implement relevant international treaties. The Article also contextualizes its …

The 2023 Merger Guidelines: An Assessment, Herbert Hovenkamp, Tim Wu, James Keyte

Faculty Scholarship

The 2023 Merger Guidelines1 are ten months old, but they still need some unpacking. To help our readers think through the issues that the Guidelines raise, Antitrust magazine asked two experienced legal scholars — Professors Tim Wu and Herbert Hovenkamp — to discuss the Guidelines with Antitrust editorial board member James Keyte. This discussion took place on May 28, 2024. The transcript has been edited for length and readability.

Privacy Risks And Regulatory Challenges In Smart Grids And Renewable Energy Systems, Mikołaj Rajca

internetowy Kwartalnik Antymonopolowy i Regulacyjny (internet Quarterly on Antitrust and Regulation)

Smart grid technologies are central to the global shift towards a more efficient and sustainable energy infrastructure, integrating advanced digital systems with traditional power networks. While these technologies offer significant benefits, including enhanced energy management and the seamless integration of renewable energy sources, they also introduce complex privacy challenges. The extensive data collection and real-time communication capabilities inherent in smart grids raise concerns over consumer privacy, data breaches, and cybersecurity threats. This paper critically examines these privacy risks within the context of evolving regulatory frameworks such as the GDPR, NIS2 Directive, and the forthcoming EU AI Act. The discussion emphasizes …

Single Maritime Boundary And Dual Maritime Regimes: Case Study Of Indonesia, Bebeb Abdul Kurnia Nugraha Djundjunan, Huala Adolf, Achmad Gusman Siswandi, Damos Dumali Agusman

Indonesian Journal of International Law

Various judgements of international tribunals have shown a trend of the use of Single Maritime Boundary (SMB) in solving maritime boundary disputes. The application of SMB by international tribunals are based on the submission of the parties in dispute, typically to simplify the maritime boundary delimitation process. The concept of the SMB line, which puts the Exclusive Economic Zone and Continental Shelf boundaries into one line, has grown into a deceptive perspective when taking into account that the provisions under the 1982 UNCLOS, particularly Articles 74 and 83, are the same. The application of SMBs is likely to be disadvantageous …

The Limits Of Generative Ai In Administrative Law Research, Susan Azyndar

Journal Articles

The author recounts an administrative law classroom experience using generative AI. She considers the complexities of administrative law, AI training, professional responsibility, and traditional resources.