Law and Society Commons^™

Legal Risks Of Adversarial Machine Learning Research, Ram Shankar Siva Kumar, Jonathon Penney, Bruce Schneier, Kendra Albert

Articles, Book Chapters, & Popular Press

Adversarial machine learning is the systematic study of how motivated adversaries can compromise the confidentiality, integrity, and availability of machine learning (ML) systems through targeted or blanket attacks. The problem of attacking ML systems is so prevalent that CERT, the federally funded research and development center tasked with studying attacks, issued a broad vulnerability note on how most ML classifiers are vulnerable to adversarial manipulation. Google, IBM, Facebook, and Microsoft have committed to investing in securing machine learning systems. The US and EU are likewise putting security and safety of AI systems as a top priority.

Now, research on adversarial …

Politics Of Adversarial Machine Learning, Kendra Albert, Jonathon Penney, Bruce Schneier, Ram Shankar Siva Kumar

Articles, Book Chapters, & Popular Press

In addition to their security properties, adversarial machine-learning attacks and defenses have political dimensions. They enable or foreclose certain options for both the subjects of the machine learning systems and for those who deploy them, creating risks for civil liberties and human rights. In this paper, we draw on insights from science and technology studies, anthropology, and human rights literature, to inform how defenses against adversarial attacks can be used to suppress dissent and limit attempts to investigate machine learning systems. To make this concrete, we use real-world examples of how attacks such as perturbation, model inversion, or membership inference …

The Ethical Tax Judge, Kim Brooks

Articles, Book Chapters, & Popular Press

This chapter advances the claim that judges have an ethical obligation of competence that requires them to enhance their knowledge about language (in the context of statutory interpretation) and income tax law design and policy. It articulates some of the foundational understandings that support that competence and provides a simple hierarchy of approaches to interpreting income tax law. It concludes by contending that greater competence is not only more ethical but also advances other important societal goals fulfilled by the imposition of income tax systems.

Comparative Legal Perspectives On Cultural Land Trusts For Urban Spaces Of Culture, Community, And Art: A Tool For Counteracting Displacement, Sara Gwendolyn Ross

Articles, Book Chapters, & Popular Press

As cities redevelop and previously less desirable or marginalized portions of the city space are “retaken” by a city, areas that have provided affordable performance, rehearsal, and live/work space for the arts and culture sector are becoming increasingly less available for these uses. Focusing predominantly on the Canadian Civil Law and Common Law context with passing reference to other jurisdictions such as the US, Scotland, and the UK, this article explores techniques for managing the increased pressure on and increasingly rapid displacement of spaces of arts, culture, and community cultural wealth that is taking place in cities. To this end, …

Covid-19 In Canadian Prisons: Policy, Practice And Concerns, Adelina Iftene

Articles, Book Chapters, & Popular Press

Correctional Service of Canada and the provincial prison systems have a duty to provide incarcerated individuals with health services that are comparable to those in the community, but they have failed to do so during the COVID-19 pandemic. There are inherent practical difficulties to implementing health care in prisons. In addition, prison demographics include a higher proportion of populations that are vulnerable to disease. These factors together mean that the prison response to COVID-19 must involve depopulation and the implementation of guidelines provided by public health agencies in all institutions. So far, the measures taken have been insufficient, as is …

Technology-Facilitated Gender-Based Violence: An Overview, Suzie Dunn

Articles, Book Chapters, & Popular Press

Technology facilitated gender-based violence (TFGBV) is a complex worldwide phenomenon with devastating results. Research to date shows that victim-survivors of intimate partner violence are tracked by their abusive partners who use technology to monitor their movements and communication. Many women journalists, human rights defenders and politicians face daily death threats and rape threats for speaking out about equality issues or for simply being a woman in a leadership role. Those with intersecting marginalized identities are at specific risk, with Black, Indigenous, and people of colour, LGBTQ+ people, and people with disabilities facing higher rates of attacks and concerted attacks that …

Identity Manipulation: Responding To Advances In Artificial Intelligence And Robotics, Suzie Dunn

Articles, Book Chapters, & Popular Press

Advances in artificial intelligence (AI) and robotics technologies have destabilized our ability to control our identity. Today, it is increasingly accessible for the average person to appropriate the voice, image, and body of another individual through the use of technology. Deepfake videos swap new faces into existing videos, facial re-enactment allows for the face of one person to be superimposed on the face of someone else in a real time video, artificial speech synthesis can clone another person’s voice, and 3D printing and modern robotics can reproduce life-size copies of living people. These are all examples of the ways technology …

Are Litigation Outcome Disparities Inevitable? Courts, Technology, And The Future Of Impartiality., Avital Mentovich, J.J. Prescott, Orna Rabinovich-Einy

Articles

This article explores the ability of technology—specifically, online judicial procedures—to eliminate systematic group-level litigation outcome disparities (i.e., disparities correlated with the visible identity markers of litigants). Our judicial system has long operated under the assumption that it can only be “impartial enough.” After all, judges, like all human beings, harbor implicit biases that are often sizable, unconscious, and triggered automatically, and research indicates that strategies to curb implicit biases in human decision making may be ineffective, especially in the face of the resource and caseload constraints of modern-day adjudication. The recent emergence of online court proceedings, however, offers new hope …

Beyond Equality And Discrimination, Martha Albertson Fineman

Faculty Articles

The theme of this Article for the SMU Law Review Forum focuses us on the challenges faced by the “economically disadvantaged” in the past decade and in the future. This framing is rooted in a distinction between that conceptual status of equality and the actuality of discrimination and disadvantage. This is the lens through which contemporary legal culture tends to assess the nature and effect of existing laws and determines the necessary direction of reform. As such, this paradigm provides the governing logic for both criticism and justification of the status quo. It is rooted in an understanding of the …

Foreword, Syndie G. E. Molina

Journal of Race, Gender, and Ethnicity

No abstract provided.

Our Criminal Justice System Is A Bear Trap, Frederick K. Brewington

Journal of Race, Gender, and Ethnicity

No abstract provided.

Confession Obsession: How To Protect Minors In Interrogations, Cindy Chau

Journal of Race, Gender, and Ethnicity

No abstract provided.

The Future Of Pretrial Detention In A Criminal System Looking For Justice, Gabrielle Costa

Journal of Race, Gender, and Ethnicity

No abstract provided.

Remorse, Not Race: Essence Of Parole Release?, Lovashni Khalikaprasad

Journal of Race, Gender, and Ethnicity

No abstract provided.

As Pertains To The Criminal Justice System, Is Hindsight 20/20?, Syndie G. E. Molina, Cristina Negrillo

Journal of Race, Gender, and Ethnicity

No abstract provided.

The Inconvenience Of Justice: How Unmitigated Official Misconduct Almost Destroyed The Lives Of Five Young Boys From Harlem, Stefania Bordone, David Wright

Journal of Race, Gender, and Ethnicity

No abstract provided.

The Methodology Of Social Adaptation Following The Liberation Of A Wrongful Conviction, Ashantwa Jackman

Journal of Race, Gender, and Ethnicity

No abstract provided.

Conceptualizing Legal Childhood In The Twenty-First Century, Clare Huntington, Elizabeth S. Scott

Faculty Scholarship

The law governing children is complex, sometimes appearing almost incoherent. The relatively simple framework established in the Progressive Era, in which parents had primary authority over children, subject to limited state oversight, has broken down over the past few decades. Lawmakers started granting children some adult rights and privileges, raising questions about their traditional status as vulnerable, dependent, and legally incompetent beings. As children emerged as legal persons, children’s rights advocates challenged the rationale for parental authority, contending that robust parental rights often harm children. And a wave of punitive reforms in response to juvenile crime in the 1990s undermined …

In Defense Of Empiricism In Family Law, Elizabeth S. Scott

Faculty Scholarship

It is fitting to include an essay defending the application of empirical research to family law and policy in a symposium honoring the scholarly career of Peg Brinig, who is probably the leading empiricist working in family law. While such a defense might seem unnecessary, given the expanding role of behavioral, social, and biological research in shaping the regulation of children and families, prominent scholars recently have raised concerns about the trend toward reliance on empirical science in this field. A part of the criticism is directed at the quality of the science itself and at the lack of sophistication …

Building A Law-And-Political-Economy Framework: Beyond The Twentieth-Century Synthesis, Jedediah S. Purdy, David Singh Grewal, Amy Kapczynski, K. Sabeel Rahman

Faculty Scholarship

We live in a time of interrelated crises. Economic inequality and precarity, and crises of democracy, climate change, and more raise significant challenges for legal scholarship and thought. “Neoliberal” premises undergird many fields of law and have helped authorize policies and practices that reaffirm the inequities of the current era. In particular, market efficiency, neutrality, and formal equality have rendered key kinds of power invisible, and generated a skepticism of democratic politics. The result of these presumptions is what we call the “Twentieth-Century Synthesis”: a pervasive view of law that encases “the market” from claims of justice and conceals it …

The Shrinking Constitution Of Settlement, David E. Pozen

Faculty Scholarship

Professor Sanford Levinson has famously distinguished between the "Constitution of Settlement" and the "Constitution of Conversation." The former comprises those aspects of the Constitution that are clear, well established, and resistant to creative interpretation. The latter comprises those aspects that are subject to ongoing litigation and debate. Although Americans tend to fixate on the Constitution of Conversation, Levinson argues that much of what ails our republic is attributable, at least in part, to the grossly undemocratic and "decidedly nonadaptive" Constitution of Settlement.

This Article, prepared for a symposium on Levinson's coauthored book Democracy and Dysfunction, explains that the Constitution of …

Race And Reasonableness In Police Killings, Jeffrey A. Fagan, Alexis D. Campbell

Faculty Scholarship

Police officers in the United States have killed over 1000 civilians each year since 2013. The constitutional landscape that regulates these encounters defaults to the judgments of the reasonable police officer at the time of a civilian encounter based on the officer’s assessment of whether threats to their safety or the safety of others requires deadly force. As many of these killings have begun to occur under similar circumstances, scholars have renewed a contentious debate on whether police disproportionately use deadly force against African Americans and other nonwhite civilians and whether such killings reflect racial bias. We analyze data on …

Destigmatizing Disability In The Law Of Immigration Admissions, Medha D. Makhlouf

Faculty Contributions to Books

In U.S. immigration law, disability has historically been associated with deviance, and has served as the basis for legal barriers to entry and eventual citizenship. For example, immigrants with actual and perceived physical and intellectual disabilities, mental illness, and other health conditions have been deemed “inadmissible” to the United States based on the belief that they are likely to become dependent on the government for support. Although the law has evolved to accommodate immigrants with disabilities in some ways, significant legal barriers still exist on account of the widespread, persistent characterization of disability as a “bad difference” from the norm. …

The Politics Of Lawyer Regulation: The Case Of Malpractice Insurance, Leslie C. Levin

Faculty Articles and Papers

This Article examines the politics of lawyer regulation and considers why some states will adopt lawyer regulation that protects the public, when others will not. It uses the debates over how to regulate uninsured lawyers as a lens through which to examine the question. Clients often cannot recover damages from uninsured lawyers who commit malpractice, even when those lawyers cause serious harm. Yet only two states require that lawyers carry malpractice insurance. This Article uses case studies to examine the ways in which six states recently have addressed the issue of uninsured lawyers to understand this regulatory failure. It uses …

Monumental Questions And How We Honor Them, Melynda J. Price J.D., Ph.D.

Law Faculty Scholarly Articles

We are in another moment where who and how we memorialize is being reconsidered in communities small and large. My colleague, Zachary Bray, and I proposed this symposium to the Kentucky Law Journal because the topic reflected our shared interests in the debate over memorials and which historical narrative should triumph in the public square. We arrive at the question from different intellectual paths, but the common concern is over when and how stakeholders can and will revise that narrative through the regulation of monuments. These revisions often come in the form of calls for, it not outright, removal outhouse …

From 'Wonderful Grandeur' To 'Awful Things': What The Antiquitiesact And National Monuments Reveal About The Statue Statutes And Confederate Monuments, Zachary A. Bray

Law Faculty Scholarly Articles

It may be easy, at least for some people who do not live near Confederate monuments in public spaces, to assume that these monuments represent little more than links to a shameful and long-ago past. From this assumption one might then view these monuments as a sort of last stand; the atavistic echo of a country that was, but is no longer, cemented into the present by their monumental form though ultimately doomed to erode in the undefined future. But, unpleasant though it may be to consider or admit, the truth is that many remaining Confederate monuments embody aspects of …

Distributive Justice And Rural America, Ann M. Eisenberg

Faculty Publications

Today’s discourse on struggling rural communities insists they are “dying” or “forgotten.” Many point to globalization and automation as the culprits that made livelihoods in agriculture, natural resource extraction, and manufacturing obsolete, fueling social problems such as the opioid crisis. This narrative fails to offer a path forward; the status quo is no one’s fault, and this “natural” rural death inspires mourning rather than resuscitation. This Article offers a more illuminating account of the rural story, told through the lens of distributive justice principles. The Article argues that rural communities have not just “died.” They were sacrificed. Specifically, distributive justice …

Intervenors At The Supreme Court Of Canada, Geoffrey D. Callaghan

Dalhousie Law Journal

My aim in this paper is to offer a normatively attractive and explanatorily sound interpretation of the Supreme Court of Canada’s approach to third party intervention. The crux of my interpretation is that the policy the Court has developed on intervenors allows it to strike a reasonable balance among a number of competing democratic considerations, all of which have value in the context of judicial decision making. In this respect, the Court should be commended for identifying a way to liberalize a practice that possesses many democratically-attractive features, but also the inherent capacity to undermine the democratic standing of the …

The Opioid Crisis As Health Crisis, Not Criminal Crisis: Implications For The Criminal Justice System, Haley Hrymak

Dalhousie Law Journal

The criminal justice system’s response to the opioid crisis exacerbates risks faced by people using drugs and is harmful to public health. Interviews with 11 interviewees including defence counsel, probation officers, and public interest lawyers and advocates revealed three key challenges of working in the criminal justice system during the opioid crisis. First, there is a lack of understanding of addiction within the criminal justice system. Second, as a result of the opioid crisis, fentanyl trafficking sentencing decisions in British Columbia emphasize the need for lengthier prison sentences, which disproportionately affects people who use substances. Third, the conditions on bail …

A Leap Of Faith: Twail Meets Caribbean Queer Rights Jurisprudence—Intersections With International Human Rights Law, H. Patrick Wells

Dalhousie Law Journal

This article examines the legal status of queer rights in Caribbean jurisprudence. It conducts an analysis of Caribbean queer rights case law, in order to arrive at an understanding of the extent and dynamics of constitutional protection for these rights. It then uses the revelations from this analysis to determine how Caribbean queer rights jurisprudence has intersected with international human rights norms, values and rules. Finally, the article applies the TWAIL methodological approach to international law to argue that the Caribbean queer rights jurisprudence has not so far reflected the counter-hegemonic, resistance, anti-imperialist discourse that TWAIL champions, in spite of …