Discrimination Law

The advent of Generative AI, particularly through Large Language Models (LLMs) like ChatGPT and its successors, marks a paradigm shift in the AI landscape. Advanced LLMs exhibit multimodality, handling diverse data formats, thereby broadening their application scope. However, the complexity and emergent autonomy of these models introduce challenges in predictability and legal compliance. This paper analyses the legal and regulatory implications of Generative AI and LLMs in the European Union context, focusing on liability, privacy, intellectual property, and cybersecurity. It examines (...) the adequacy of the existing and proposed EU legislation, including the Artificial Intelligence Act (AIA), in addressing the challenges posed by Generative AI in general and LLMs in particular. The paper identifies potential gaps and shortcomings in the EU legislative framework and proposes recommendations to ensure the safe and compliant deployment of generative models. (shrink)

School boosters are tax-exempt organizations that engage in fundraising efforts to provide public schools with supplementary resources. This paper argues that prevailing forms of school boosting are defeasibly unjust. Section 1 shows that inequalities in public education funding in the United States violate John Rawls’s two principles of domestic justice. Section 2 argues that prevailing forms of school boosting exacerbate and plausibly perpetuate these injustices. Section 3 then contends that boosting thereby defeasibly violates Rawlsian principles of nonideal theory for rectifying (...) injustice. Thus, boosting should be presumptively either made illegal or substantially reformed. Finally, Section 4 responds to potential objections. (shrink)

In this introduction, I briefly summarize Sophia Moreau's Faces of Inequality. I situate her monograph within two highly contemporary bodies of literature — relational egalitarianism and discrimination theory — to show how it provides important insights for understanding both what it means to treat others as equals in society and how to define wrongful discrimination. Moreau's work on discrimination is of great relevance for philosophers and socio-legal theorists alike as the commentaries from the symposium contributors demonstrate, including Dale Smith, Pablo (...) Gilabert, Andrea Sangiovanni, Daniel Viehoff, Jessica Eisen, Alysia Blackham, and Iyiola Solanke. (shrink)

El uso de sistemas de machine learning en los procesos de selección laboral ha sido de gran utilidad para agilizarlos y volverlos más eficientes, pero al mismo tiempo ha generado problemas en términos de equidad, confiabilidad y transparencia. En este artículo comenzamos explicando los diferentes usos de la Inteligencia Artificial en los procesos de selección laboral en Estados Unidos. Presentamos los sesgos sexuales y raciales que han sido detectados en algunos de ellos y explicamos los obstáculos jurídicos y prácticos para (...) su detección y análisis. Un posible remedio jurídico a la discriminación algorítmica es el régimen de impacto diferencial sistémico utilizado en Estados Unidos. Usamos algunas características de este régimen para señalar los vacíos jurídicos frente a la discriminación en el acceso al empleo en el ámbito del derecho laboral colombiano, y ofrecemos algunas características generales que podría tener un régimen de esa naturaleza. (shrink)

Recent philosophical accounts of discrimination face challenges in accommodating robust intuitions about the particular way in which it is wrongful—most prominently, the intuition that discriminatory actions intrinsically violate equality irrespective of their contingent consequences. The paper suggests that we understand the normative structure of discrimination in a way that is different from the one implicitly assumed by these accounts. It argues that core discriminatory wrongs—such as segregation in Apartheid South Africa—divide into two types, corresponding to violations of relational and distributive (...) equality; and that a pluralistic view of the internal structure of each type should be adopted. This normative structure serves to appropriately vindicate the mentioned intuitions; it also contributes to clarifying the normative underpinnings of legal concepts associated with discrimination (including the distinctions between direct and indirect, or ‘disparate treatment/impact’ discrimination, and intentional vs. unintentional discrimination), and developing a more productive public discourse around allegations of discrimination. (shrink)

The dignity approach to racist hate speech regulation maintains that hate speech ought to be regulated because it impugns targets’ dignity and poses a threat to their equal treatment. This approach faces the significant causal challenges of showing that hate speech has the power to erode its targets’ dignity and that regulations can successfully protect that dignity. My aim is to show how a friend of the dignity approach can resolve these challenges. To do so, I borrow insights from the (...) critical legal studies (CLS) approach to hate speech. Specifically, I argue that hate speech can erode its targets’ dignity 1) by constituting an act of discrimination, and 2) by enacting norms that call for treating targeted groups as inferior. Yet while I maintain that the CLS approach offers valuable resources for shoring up the dignity approach, I reject the CLS approach in favor of the dignity approach. (shrink)

Twice in the 2020 term, in Bostock and Comcast, the Supreme Court doubled down on the reasoning of “but-for causation” to interpret antidiscrimination statutes. According to this reasoning, an outcome is discriminatory because of some status—say, sex or race—just in case the outcome would not have occurred “but-for” the plaintiff’s status. We think this reasoning embeds profound conceptual errors that render the decisions deeply confused. Furthermore, those conceptual errors tend to limit the reach of antidiscrimination law. In this essay, we (...) first unpack the ambiguity of this but-for causal reasoning. We then show that this reasoning arises from a misapplication of tort law principles within antidiscrimination law, and that, as a result, it is both conceptually and normatively indeterminate. (shrink)

In her recent book, Faces of Inequality (2020), Moreau aims at developing a normative account of discrimination that is guided by the main features of anti-discrimination law. The critical comment argues against this methodology, indicating that due to indeterminacy relative to their underlying normative principles, central anti-discrimination norms cannot fulfill this guiding role. Further, using the content of such norms to guide ethical discussions is likely to be misleading, as it reflects evidentiary considerations that are unique to the legal context. (...) The critical comment’s claims are developed based on a close examination of indirect discrimination (or disparate impact) norms, and, as such, have wider implications for ongoing moral and political debates that are heavily influenced by the content of these norms. (shrink)

India is a party to several international laws which speak of the duty to prosecute, investigate, and punish crimes. In light of India’s commitments to international law, the scope of its criminal laws appears to be failing on several counts. The following are a few general and specific recommendations for penal law reforms in India. These have been framed in light of several international developments, international laws, and relevant Indian laws and judgments. The recommendations concern the following themes: 1. gaps (...) in criminal law, 2. harmonization of standards 3. liabilities for derogations from fundamental duties (cultural heritage), and 4. a project for decolonization. (shrink)

The research identified the key element on P. R. China’s incentives in modern history on techtransfer practices. With reviewing on the state funding surrogacy in the natural sciences, the author identified the key militant coercive contracting clauses in the document of the National Natural Science Foundation of China. With its combined workings with the statutory & martial laws, the analysis takes a com- parative culture approach that partially counteracts the work of the “United Front Working Group of the CPC”, which (...) constitutes as the major cyber espionage organization that manifests upon the communication & information technologies. The “United Front”’s work has substabtially undermined the premices of market economy and eroded the markets’ self-organizing & self-regulating functionalities. With heterogenous semantic networks taken into consideration, the psychosociological elements were taken into consideration even with the psychological data codings in the semantic networks of P. R. China. (shrink)

The distinction between intentional and unintentional discrimination is a prominent one in the literature and public discourse; intentional discriminatory actions are commonly considered particularly morally objectionable relative to unintentional discriminatory actions. Nevertheless, it remains unclear what the two types amount to, and what generates the moral difference between them. The paper develops philosophically-informed conceptualizations of the two types based on which the moral difference between them may be accounted for. On the suggested account, intentional discrimination is characterized by the agent (...) viewing the content of an underlying discriminatory belief as a consideration that counts in favor of her action. This, it is argued, amounts to endorsing the discriminatory belief, which generates the particular moral severity of intentional discrimination. (shrink)

If whatever counts as merit for some purpose is unevenly distributed, a decision procedure that accurately sorts people on that basis will “pick up” and reproduce the pre-existing pattern in ways that more random, less merit-tracking procedures would not. This dynamic is an important cause for concern about the use of predictive models to allocate goods and opportunities. In this article, I distinguish two different objections that give voice to that concern in different ways. First, decision procedures may contribute to (...) future social injustice and other social ills by sustaining or aggravating patterns that undermine equality of status and opportunity. Second, the same decision procedures may wrong particular individuals by compounding prior injustices that explain those persons’ predicted or actual characteristics. I argue for the importance of the first idea and raise doubts about the second. In normative assessments and legal regulation of algorithmic decisionmaking, as in our thinking about anti-discrimination norms more broadly, a central concern ought to be the prospect of entrenching harmful and unjust patterns—quite apart from any personal wrong done to the individuals about whom predictions are made. (shrink)

Today, a rights-based approach to technology regulation is central to national and international law-making. A human-rights-based approach would involve viewing technology from the prism of human rights objectives and principles. A more specific turn would be to evaluate their impact on specific rights, namely the right to life, right to peaceful assembly, right to development, right to redressal, rights against discrimination, right to education, etc. Normative frameworks have emerged to further protect human rights from technology-based harms. This paper covers a (...) few conceptual and institutional considerations highlighted in seminal works from scholars and international human rights institutions. To name a few; (1) technology and discriminatory challenges (2) design and use of technology (3) digital divide amongst countries (4) duty of actors, (5) neoliberal technologies, (6) the use of prohibitions and remedies, and (7) the emergence of new human rights. Much of the advocacy and rights-based interventions around the globe are attentive to technology’s challenges to human rights. The abovementioned considerations define the core of the international normative framework, which is often advanced to protect human rights from technology-based harms. (shrink)

The Human Rights Studies Programme, School of International Studies (JNU), in collaboration with the Centre for Inner Asian Studies, School of International Studies (JNU), and the Indian Law Institute (Delhi), organized a Human Rights Day Webinar on the Intersections of Human Rights and Criminal Law on December 9-10, 2021. Experts and young scholars from the field shared their insights and research on the webinar theme. The presentations were organized under four sessions, including Session I on Rights Jurisprudence and Criminal Law, (...) Session II on Proposals for Criminalisation and Decriminalisation, Session III on Crimes, Victims, and Punishments, and Session IV on Reforms in the Future. The Webinar was conceptualized keeping in view the responsibility of states under international human rights law to prohibit and punish for the protection of human rights and the redressal of violations. The obligations of States to prohibit and punish inform the development of criminal rules and procedures under different legal systems, leading to the near universalization of legislative frameworks, legal justifications, and punishments. In the working of international human rights institutions, the criminal laws adopted by States are an indicator or marker of the level of compliance of States with the international mandates. In recent years, the interface between the two fields, i.e., international human rights and domestic criminal laws, has sparked great jurisprudential, political, and constitutional debates in different parts of the world. Against this backdrop, the Webinar was organized on Human Rights Day to discuss the relevant issues. (shrink)

How to respond to unauthorized migration and migrants is one of the most difficult questions in relation to migration theory and policy. In this commentary on Gillian Brock’s discussion of “irregular” migration, I do not attempt to give a fully satisfactory account of how to respond to unauthorized migration, but rather, using Brock’s discussion, try to highlight what I see as the most important difficulties in crafting an acceptable account, and raise some problems with the approach that Brock takes. In (...) thinking about unauthorized migration, both while trying to craft positive policies and while critiquing existing practices, we need to ask if we are most interested in a general account of how to respond to unauthorized migration, one that would apply to the large majority of cases and provide us a default approach, or if we are better served by taking a piecemeal approach, looking at why certain people or certain groups should be exempt from removal, even if they would otherwise be liable to it. In this paper, I will focus primarily on this distinction, and argue that it is at least important to provide an account of the "generic unauthorized". (shrink)

Comment on Beeghly, Erin. 2021. “Stereotyping as Discrimination: Why Thoughts Can Be Discriminatory.” Social Epistemology 35 (6): 547–63. -/- Beeghly’s “Stereotyping as Discrimination” is—characteristically—clear, thorough, and persuasive, rich with incisive arguments and thought-provoking case studies. In defending the view that stereotyping often constitutes discrimination, she makes a powerful case that, “Living ethically means cultivating a certain kind of ‘inner’ life and avoiding pernicious habits of thought, no matter how culturally pervasive” (Beeghly 2021b, 13). Support for such claims is traced back (...) not just to Aristotle and the Ten Commandments (Beeghly 2021b, 10), but also to critical social traditions. “As feminists and theorists of race have long noted, the most intimate aspects of our selves, including our ways of thinking, agency, and modes of embodiment, are among the mechanisms of group oppression” (Beeghly 2021b, 13). I offer, first, a tiny friendly amendment to one brief passage, followed by invitations to explore some of the further potential implications of Beeghly’s central theses. (shrink)

At first glance, hate speech and microaggressions seem to have little overlap beyond being communicated verbally or in written form. Hate speech seems clearly macro-aggressive: an intentional, obviously harmful act lacking the ambiguity (and plausible deniability) of microaggressions. If we look back at historical discussions of hate speech, however, many of these assumed differences turn out to be points of similarity. The harmfulness of hate speech only became widely acknowledged after a concerted effort by critical race theorists, feminists, and other (...) activists. Before the 1990s, slurs were widely considered socially acceptable behavior: mere jokes that weren’t intended to be harmful. Authors like Richard Delgado, Mari Matsuda, and Charles Lawrence pushed back against this dismissal. In this chapter, I show that their arguments for the serious harmfulness of hate speech prefigure and provide support for current debates about the serious harmfulness of microaggressions. Exploring resonances with the 1980s hate speech debate will allow us to explain why microaggressions fall below the cutoff for legal liability but remain apt targets for moral blame. (shrink)