Law Commons^™

Regulation Priorities For Artificial Intelligence Foundation Models, Matthew R. Gaske

Vanderbilt Journal of Entertainment & Technology Law

This Article responds to the call in technology law literature for high-level frameworks to guide regulation of the development and use of Artificial Intelligence (AI) technologies. Accordingly, it adapts a generalized form of the fintech Innovation Trilemma framework to argue that a regulatory scheme can prioritize only two of three aims when considering AI oversight: (1) promoting innovation, (2) mitigating systemic risk, and (3) providing clear regulatory requirements. Specifically, this Article expressly connects legal scholarship to research in other fields focusing on foundation model AI systems and explores this kind of system’s implications for regulation priorities from the geopolitical and …

Humans In The Loop, Rebecca Crootof, Margot E. Kaminski, W. Nicholson Price Ii, Professor Of Law

Vanderbilt Law Review

From lethal drones to cancer diagnostics, humans are increasingly working with complex and artificially intelligent algorithms to make decisions which affect human lives, raising questions about how best to regulate these “human-in-the-loop” systems. We make four contributions to the discourse.

First, contrary to the popular narrative, law is already profoundly and often problematically involved in governing human-in-the-loop systems: it regularly affects whether humans are retained in or removed from the loop. Second, we identify “the MABA-MABA trap,” which occurs when policymakers attempt to address concerns about algorithmic incapacities by inserting a human into a decisionmaking process. Regardless of whether the …

Something Doesn’T Add Up: Solving Dna Forensic Science Statistical Fallacies In Trial Testimony, Kendall Brooke Kilberger

Vanderbilt Journal of Entertainment & Technology Law

While the limitations of traditional forensic sciences are generally recognized, the presentation of DNA forensic science statistical testimony has widely evaded criticism. This lack of oversight has allowed four DNA forensic science statistical fallacies to plague the legal system: providing statistics without empirical support, the individualization fallacy, the prosecutor’s fallacy, and the defense attorney’s fallacy. These fallacies pose a significant risk to the preservation of justice, as erroneous DNA forensic science statistical testimony plays a critical role in wrongfully convicting innocent defendants.

This Note suggests administering standard jury instructions every time DNA forensic science statistical testimony is presented during trial. …

An Epidemic In Enforceability: A Growing Need For Individual Autonomy In Health Care Data-Privacy Protection In An Era Of Digital Tracking, Madeline Knight

Vanderbilt Journal of Entertainment & Technology Law

The health care system in the United States is under conflicting pressures. From one angle, there is a demand for the highest standard of care, which includes efficient, confidential communications between doctors and patients. From another, however, the technology that has facilitated such efficiency has outpaced the security mechanisms currently in place to protect a long-recognized right to privacy. In an era of data tracking, the important privacy interest that Congress has recognized since 1996 confronts a growing threat of data commodification. Despite significant potential consequences, however, there is neither guaranteed statutory recovery nor cohesion among states for the process …

The Case For Establishing A Collective Perspective To Address The Harms Of Platform Personalization, Aylet Gordon-Tapiero, Alexandra Wood, Katrina Ligett

Vanderbilt Journal of Entertainment & Technology Law

Personalization on digital platforms drives a broad range of harms, including misinformation, manipulation, social polarization, subversion of autonomy, and discrimination. In recent years, policy makers, civil society advocates, and researchers have proposed a wide range of interventions to address these challenges. This Article argues that the emerging toolkit reflects an individualistic view of both personal data and data-driven harms that will likely be inadequate to address growing harms in the global data ecosystem. It maintains that interventions must be grounded in an understanding of the fundamentally collective nature of data, wherein platforms leverage complex patterns of behaviors and characteristics observed …

Competition Upstream Of Amazon, Martin Edwards

Vanderbilt Journal of Entertainment & Technology Law

The rise of large, market-concentrating technology firms like Amazon, Inc. is driving commentators, regulators, and politicians to rethink the law of antitrust. In particular, “New Antitrust” reformers propose that the narrow focus on consumer welfare has caused antitrust law to stop too short in corralling the broader social and economic consequences of Big Tech’s “bigness.” Proponents of the consumer welfare standard argue that it has worked well to distinguish beneficial competition from harmful aggression and, further, to reduce costly legal uncertainty. There is now momentum for substantial reform to antitrust law and practice and a growing debate about what such …

The Future Of Ai Accountability In The Financial Markets, Gina-Gail S. Fletcher, Michelle M. Le

Vanderbilt Journal of Entertainment & Technology Law

Consumer interaction with the financial market ranges from applying for credit cards, to financing the purchase of a home, to buying and selling securities. And with each transaction, the lender, bank, and brokerage firm are likely utilizing artificial intelligence (AI) behind the scenes to augment their operations. While AI’s ability to process data at high speeds and in large quantities makes it an important tool for financial institutions, it is imperative to be attentive to the risks and limitations that accompany its use. In the context of financial markets, AI’s lack of decision-making transparency, often called the “black box problem,” …

Technological Self-Sufficiency And The Role Of Novelty Traps, Rochelle C. Dreyfuss, Daniel Benoliel

Vanderbilt Journal of Entertainment & Technology Law

The COVID pandemic has demonstrated the tragic consequences of technological dependency. Unable to manufacture vaccines for themselves, developing countries must rely on obtaining supplies from other nations. While strong arguments have been made to waive international obligations under the TRIPS Agreement to permit these countries to freely use COVID-related patented inventions, it is not clear that this move would produce sufficient vaccines to meet global demand. Considerable scholarship has been devoted to the question of how to help these countries reach the technological frontier and become technologically independent. In this Article, we identify a novel source of their problem: a …

Fair Play: Notes On The Algorithmic Soccer Referee, Michael J. Madison

Vanderbilt Journal of Entertainment & Technology Law

The soccer referee stands in for a judge. Soccer’s Video Assistant Referee (VAR) system stands in for algorithms that augment human deciders. Fair play stands in for justice. They are combined and set in a polycentric system of governance, with implications for designing, administering, and assessing human-machine combinations.

The Evolving Technology-Augmented Courtroombefore, During, And After The Pandemic, Fredric I. Lederer

Vanderbilt Journal of Entertainment & Technology Law

Even before the COVID-19 Pandemic, technology was changing the nature of America’s courtrooms. Access to case management and e-filing data and documents coupled with electronic display of information and evidence at trial, remote appearances, electronic court records, and assistive technology for those with disabilities defined the technology-augmented trial courtroom. With the advent of the Pandemic and the need for social distancing, numerous courts moved to remote appearances, virtual hearings, and even virtual trials. This Article reviews the nature of technology-augmented courtrooms and discusses virtual hearings and trials at length, reviewing legality, technology, human factors, and public acceptance, and concludes that …

Race Cartels: How Constructor Collaboration Is Curbing Innovation In Formula 1, Chandler C. Gerard-Reimer

Vanderbilt Journal of Entertainment & Technology Law

Formula 1 is in the midst of a copycat scandal: technology has made it possible for teams to reverse engineer clones of competitors’ race cars. This is a less than ideal state of affairs for the championship series, which prides itself on being the pinnacle of motorsport and automotive innovation, thanks in large part to the cars’ rapid rate of technological advancement. In order to address this problem, the Fédération Internationale de l’Automobile (FIA), Formula 1’s governing body, must increase independent innovation efforts by amending the technical regulations to restrict the extent of presently allowed inter-team collaboration. Worried that the …

Confronting The Biased Algorithm: The Danger Of Admitting Facial Recognition Technology Results In The Courtroom, Gabrielle M. Haddad

Vanderbilt Journal of Entertainment & Technology Law

From unlocking an iPhone to Facebook “tags,” facial recognition technology has become increasingly commonplace in modern society. In the wake of the Black Lives Matter movement and call for police reform in the United States, it is important now more than ever to consider the implications of law enforcement’s use of facial recognition technology. A study from the National Institute of Standards and Technology found that facial recognition algorithms generated higher rates of false positives for Black faces—sometimes up to one hundred times more false identifications—than white faces. Given the embedded bias of this technology and its increased prevalence, the …

Governance Of Emerging Technologies As A Wicked Problem, Gary E. Marchant

Vanderbilt Law Review

Governance of emerging technologies . . . presents a conundrum. No single optimum solution exists, but rather a collection of second-best strategies intersect, coexist, and—in some ways—compete. This situation seems unsatisfactory until it is observed through the lens of the “wicked problem” framework. The wicked problem concept recognizes there is often no single, optimal solution to such a problem, but rather a mix of substandard solutions that must “satisfice.” That is the best that can be done with a wicked problem. This also may be the best solution for the governance-of-emerging-technologies problem.

This Article discusses the advantages of using the …

Watching Androids Dream Of Electric Sheep: Immersive Technology, Biometric Psychography, And The Law, Brittan Heller

Vanderbilt Journal of Entertainment & Technology Law

Virtual reality and augmented reality present exceedingly complex privacy issues because of the enhanced user experience and reality-based models. Unlike the issues presented by traditional gaming and social media, immersive technology poses inherent risks, which our legal understanding of biometrics and online harassment is simply not prepared to address. This Article offers five important contributions to this emerging space. It begins by introducing a new area of legal and policy inquiry raised by immersive technology called “biometric psychography.” Second, it explains how immersive technology works to a legal audience and defines concepts that are essential to understanding the risks that …

Grown From The Shadows: How Technology And Taxes Can Bring Private Companies Into The Public Light, Alon Sugarman

Vanderbilt Journal of Entertainment & Technology Law

The initial public offering (IPO) has started to make a comeback, but in forms that require less oversight and at a later point in a company’s lifecycle. These new trends cut main street investors out of early-stage corporate growth and have imperiled the fortunes and retirement funds of a generation. One of the most significant precipitating factors in this new dynamic is electronic private markets that allow sophisticated investors to trade pre-IPO shares. These electronic private markets provide liquidity to institutional investors, which relieves institutional pressure on companies to go public. The current approaches to IPO reform are primarily deregulatory, …

Statistical Precedent: Allocating Judicial Attention, Ryan W. Copus

Vanderbilt Law Review

The U.S. Courts of Appeals were once admired for their wealth of judicial attention and for their generosity in distributing it. At least by legend, almost all cases were afforded what William Richman and William Reynolds have termed the “Learned Hand Treatment.” Guided by Judge Learned Hand’s commandment that “[t]hou shalt not ration justice,” a panel of three judges would read the briefs, hear oral argument, deliberate at length, and prepare multiple drafts of an opinion. Once finished, the judges would publish their opinion, binding themselves and their colleagues in accordance with the common-law tradition. The final opinion would be …

To Edit Or Not To Edit?--Regulating Crispr Transnationally, Ann Potter

Vanderbilt Journal of Transnational Law

After Chinese scientist Dr. He Jiankui's announcement that he had successfully edited the human genome using a new technology called CRISPR/Cas-9, Dr. He forced the world to address the ethical dilemmas introduced by gene-editing technologies. Born out of a historical tradition of human "improvement," gene-editing technologies like CRISPR/Cas-9 modify human genes down to DNA molecules. CRISPR can prevent and cure genetic diseases that have previously had no cure, but problems arise when CRISPR's use expands to enhancements or to modifications that would change the human genome permanently. Given CRISPR's potential profound impact, this Note analyzes how international bodies like the …

The Future Of The Confrontation Clause: Semiautonomous And Autonomous Machine Witnesses, Brian Sites

Vanderbilt Journal of Entertainment & Technology Law

How should the Confrontation Clause of the Sixth Amendment be interpreted as to machine witnesses? Courts across the country have resisted efforts to cross-examine the human agents who assist machines that generate data used in criminal trials. Such challenges under the Confrontation Clause have been rejected directly and in great number, and the rules of evidence are largely being read to not require the testimony of those who have the best information about the machine's use for the case at hand. This problem arises in an era of machine exceptionalism and widespread use. From increasingly sophisticated forensic lab tools to …

Sandbox Boundaries, Hilary J. Allen

Vanderbilt Journal of Entertainment & Technology Law

Around the world, subnational and national regulatory sandboxes are being adopted in an effort to promote fintech innovation. These regulatory sandboxes seek to do so by rolling back some of the consumer protection and prudential regulations that would otherwise apply to firms trialing their financial products and services in the sandbox. While sacrificing such protections in order to promote innovation is problematic, such sacrifice may nonetheless be justifiable if, by working with innovators in the sandbox, regulators are educated about new technologies in a way that enhances their ability to effectively promote consumer protection and financial stability in other contexts. …

'Rifled Precision': Using E-Discovery Technology To Streamline Books And Records Litigation, Joshua A. Manning

Vanderbilt Journal of Entertainment & Technology Law

In 1993, the Delaware Supreme Court urged stockholders to use the "tools at hand" to flesh out complaints in derivative lawsuits. The plaintiffs' bar got the message. In the years since that proclamation, the Delaware Court of Chancery has seen dramatic increases in so-called Section 220 litigation-stockholders exercising their statutory right to inspect a company 's books and records. As Delaware courts have made it harder for stockholders to challenge merger transactions, this trend has only intensified. Due to increased filings, as well as other structural hurdles, these "summary proceedings" have begun to drag, with many requiring full trials. Because …

Beneficial Precaution: A Proposed Approach To Uncertain Technological Dangers, Edward L. Rubin

Vanderbilt Journal of Entertainment & Technology Law

As a result of the specialization and cumulation of knowledge in the era of High Modernity, research and development in most technical fields is largely incomprehensible to anyone outside that field. What should policy makers do when technical specialists disagree, and particularly when some predict an oncoming catastrophe and others dismiss the concern? This is the situation with the so-called Singularity, the point at which machines design, build, and operate other machines. Some experts in cybernetics and artificial intelligence argue that this is imminent, while others consign the possibility to science fiction. If the skeptics are right, nothing need be …

The Law Of The Tetrapods, Henry T. Greely

Vanderbilt Journal of Entertainment & Technology Law

Should there be such a thing as "Technology Law"? This Article explores that question in two ways. It first looks at four substantive issues that appear across many different areas of technology law: privacy, security, property, and responsibility. It then examines five questions that frequently recur about how to regulate very different new technologies. These questions include which agency should regulate, whether regulation should focus on before or after marketing, what jurisdiction should regulate, how relevant new information will be gained and used, and how-politically-good regulation can be enacted. This Article concludes that it may make sense to develop a …

Neuroscience, Artificial Intelligence, And The Case Against Solitary Confinement, Francis X. Shen

Vanderbilt Journal of Entertainment & Technology Law

Prolonged solitary confinement remains in widespread use in the United States despite many legal challenges. A difficulty when making the legal case against solitary confinement is proffering sufficiently systematic and precise evidence of the detrimental effects of the practice on inmates' mental health. Given this need for further evidence, this Article explores how neuroscience and artificial intelligence (AI) might provide new evidence of the effects of solitary confinement on the human brain.

This Article argues that both neuroscience and AI are promising in their potential ability to present courts with new types of evidence on the effects of solitary confinement …

The States Have Spoken: Allow Expanded Media Coverage Of The Federal Courts, Mitchell T. Galloway

Vanderbilt Journal of Entertainment & Technology Law

Since the advent of film and video recording, society has enjoyed the ability to capture the lights and sounds of moments in history. This innovation left courts to determine what place, if any, such technology should have inside the courtroom. Refusing to constrain the future capacity of this technology, the Supreme Court "punted" on this issue until a time when this technology evolved past its initial disruptive nature. Throughout the past forty-five years, the vast majority of state courts have embraced the potential of cameras in the courtroom and have created policies governing such use. In contrast, the federal judiciary …

Sharing The Costs Of Artificial Intelligence: Universal No-Fault Social Insurance For Personal Injuries, Jin Yoshikawa

Vanderbilt Journal of Entertainment & Technology Law

The twenty-first century is the artificial intelligence (AI) century. In the past few years, AI has become a familiar fixture of everyday life thanks to services like YouTube, Spotify, Netflix, and Alexa. Stocktraders, doctors, insurance brokers, real estate agents, recruiters, artists,and even lawyers now rely on predictive tools powered by AI to perform their highly skilled--even creative--tasks. In the following decades, AI will continue to transform more fields and deliver astonishing advancements in convenience, comfort, safety, and security. At the same time, however, AI will bring about new challenges. AI will offend, disrupt, crash, breach, incite, injure, and even kill …

Differential Privacy: A Primer For A Non-Technical Audience, Alexandra Wood, Micah Altman, Aaron Bembenek, Mark Bun, Marco Gaboardi, James Honaker, Kobbi Nissim, David R. O'Brien, Thomas Steinke, Salil Vadhan

Vanderbilt Journal of Entertainment & Technology Law

Differential privacy is a formal mathematical framework for quantifying and managing privacy risks. It provides provable privacy protection against a wide range of potential attacks, including those currently unforeseen. Differential privacy is primarily studied in the context of the collection, analysis, and release of aggregate statistics. These range from simple statistical estimations, such as averages, to machine learning. Tools for differentially private analysis are now in early stages of implementation and use across a variety of academic,industry, and government settings. Interest in the concept is growing among potential users of the tools, as well as within legal and policy communities, …

Evil Nudges, Michal Lavi

Vanderbilt Journal of Entertainment & Technology Law

The seminal book Nudge by Richard Thaler and Cass Sunstein demonstrates that policy makers can prod behavioral changes. A nudge is "any aspect of the choice architecture that alters people's behavior in a predictable way without forbidding any options or significantly changing their economic incentives." This type of strategy, and the notion of libertarian paternalism at its base, prompted discussions and objections. Academic literature tends to focus on the positive potential of nudges and neglects to address libertarian paternalism that does not promote the welfare of individuals and third parties, but rather infringes on it-a concept this Article refers to …

The Bot Legal Code: Developing A Legally Compliant Artificial Intelligence, Edmund Mokhtarian

Vanderbilt Journal of Entertainment & Technology Law

The advent of sophisticated artificial intelligence (AI) agents, or bots, raises the question: How do we ensure that these bots act appropriately? Within a decade, AI will be ubiquitous, with billions of active bots influencing nearly every industry and daily activity. Given the extensiveness of AI activity, it will be nearly impossible to explicitly program bots with detailed instructions on permitted and prohibited actions, particularly as they face unpredictable, novel situations. Rather, if risks to humans are to be mitigated, bots must have some overriding moral or legal compass--a set of "AI Laws"--to allow them to adapt to whatever scenarios …

Gene Editing And The Rise Of Designer Babies, Tara R. Melillo

Vanderbilt Journal of Transnational Law

Nearly as long as human beings have existed on this earth, many people have sought out the ideal of perfecting their population: infanticide in Sparta during the Hellenistic era; compulsory sterilization in the 1920s in the United States; and the unimaginable atrocities of the Holocaust in the 1940s in Europe. The goal of alleged perfection leaves many hesitant to repeat the mistakes of our past. Today, a new frontier of science has emerged, gene editing using CRISPR-Cas9, reigniting ethical debate as to how far humans should go in manipulating the population. While many proponents herald this technology as a potential …

Reshaping Ability Grouping Through Big Data, Yoni H. Carmel, Tammy H. Ben-Shahar

Vanderbilt Journal of Entertainment & Technology Law

This Article examines whether incorporating data mining technologies in education can promote equality. Following many other spheres in life, big data technologies that include creating, collecting, and analyzing vast amounts of data about individuals are increasingly being used in schools. This process has already elicited widespread interest among scholars, parents, and the public at large. However, this attention has largely focused on aspects of student privacy and data protection and has overlooked the profound effects data mining may have on educational equality. This Article analyzes the effects of data mining on education equality by focusing on one educational practice--ability grouping--that …