This article probes the practical ethical implications of AI system design by reconsidering the important topic of bias in the datasets used to train autonomous intelligent systems. The discussion draws on recent work concerning behaviour-guiding technologies, and it adopts a cautious form of technological utopianism by assuming it is potentially beneficial for society at large if AI systems are designed to be comparatively free from the biases that characterise human behaviour. However, the argument presented here critiques the common well-intentioned requirement (...) that, in order to achieve this, all such datasets must be debiased prior to training. By focusing specifically on gender-bias in Neural Machine Translation systems, three automated strategies for the removal of bias are considered – downsampling, upsampling, and counterfactual augmentation – and it is shown that systems trained on datasets debiased using these approaches all achieve general translation performance that is much worse than a baseline system. In addition, most of them also achieve worse performance in relation to metrics that quantify the degree of gender bias in the system outputs. By contrast, it is shown that the technique of domain adaptation can be effectively deployed to debias existing NMT systems after they have been fully trained. This enables them to produce translations that are quantitatively far less biased when analysed using gender-based metrics, but which also achieve state-of-the-art general performance. It is hoped that the discussion presented here will reinvigorate ongoing debates about how and why bias can be most effectively reduced in state-of-the-art AI systems. (shrink)

Film has not always been kind to farmed animals, maltreatment ranging from horrendous cruelty to anthropomorphization and training under duress. Admittedly, many fine documentaries have been made on maltreatment, but many of these tend to see farmed animals as a mass, with deindividuation leading to a psychic numbing in those watching. In contrast, narrative films on this theme generally have the farmed animal protagonists as human-like in being able to converse in the language of the people around them and generally (...) with happily-ever-after endings, subverting the reality for most farmed animals. Writers on animal rights generally neglect film as a medium and its relationship to farmed animals. This article sets out a farmed animal rights manifesto (FARM) for film, aimed at overcoming these problems in insisting on ethical treatment in all ways. (shrink)

We define and study a new notion called k-immunity that lies between immunity and hyperimmunity in strength. Our interest in k-immunity is justified by the result that θ does not k-tt reduce to a k-immune set, which improves a previous result by Kobzev [7]. We apply the result to show that Φ′ does not btt-reduce to MIN, the set of minimal programs. Other applications include the set of Kolmogorov random strings, and retraceable and regressive sets. We also give a new (...) characterization of effectively simple sets and show that simple sets are not btt-cuppable. (shrink)

A person's values are what that person regards as or thinks important; a society's values are what that society regards as important. A society's values are expressed in laws and legislatively enacted policies, in its mores, social habits, and positive morality. Any body's values—an individual person's or a society's—are subject to change, and in our time especially. An individual manifests his or her values in expressions of approval or disapproval, of admiration or disdain, by seeking or avoidance behaviour, and by (...) his or her characteristic activities. What one values one seeks for or tries to maintain. Sometimes attaining it leads to unexpected enlightenment—that isn't what one wanted after all. But a person's values are discovered most significantly in a reflective way by becoming aware of what one is willing to give up to attain or maintain one's values. This is the price one is willing to pay for it, and values are occasionally, and in the money and stock markets always, expressed in terms of price. This can be significant or it can be misleading; it depends on how it is interpreted. Not everything has a monetary equivalent, despite the attempts of the law to provide recovery for damages in monetary terms, and despite the cynical maxim, ‘Everyone has his price’. (shrink)

Forest resources are important economic assets to Mississippi. Therefore, the forestry community needs to maintain viable relationships with key constituency groups such as teachers. The study’s objectives were to use focus groups and mail questionnaires to determine values, attitudes, and educational needs of Mississippi’s public school teachers toward forestry and forest industry. Most teachers had positive or somewhat positive attitudes (70%) toward forest industry. No significant differences were found between prekindergarten through 3rd- and 4th- through 8th-grade teachers (t =0.308, p (...) =0.758), prekindergarten through 3rd- and 9th- through 12th-grade teachers (t = –0.667, p = 0.506), or 4th- through 8th- and 9th-through 12th-grade teachers (t = 0.246, p = 0.806). Preferred communication methods for teachers in general were school visits, educational materials, and partnerships. Preferred topics of interest were the environment, wildlife habitat, and wildlife. This study stresses the importance of tailoring communication and educational activities to address state-specific social and cultural needs of teachers. (shrink)

The basis of science is the hypothetico-deductive method and the recording of experiments in sufficient detail to enable reproducibility. We report the development of Robot Scientist "Adam," which advances the automation of both. Adam has autonomously generated functional genomics hypotheses about the yeast Saccharomyces cerevisiae and experimentally tested these hypotheses by using laboratory automation. We have confirmed Adam's conclusions through manual experiments. To describe Adam's research, we have developed an ontology and logical language. The resulting formalization involves over 10,000 different (...) research units in a nested treelike structure, 10 levels deep, that relates the 6.6 million biomass measurements to their logical description. This formalization describes how a machine contributed to scientific knowledge. (shrink)

This book is a clear and concise introduction to the Roman Emperor Marcus Aurelius Antoninus. His one major surviving work, often titled 'meditations' but literally translated simply as 'to himself', is a series of short, sometimes enigmatic reflections divided seemingly arbitrarily into twelve books and apparently written only to be read by him. For these reasons Marcus is a particularly difficult thinker to understand. His musings, framed as 'notes to self' or 'memoranda', are the exhortations of an earnest, (...) conscientious Stoic burdened with the onerous responsibilities of ruling an entire, enormous empire. William O. Stephens lucidly sketches Marcus Aurelius' upbringing, family relations, rise to the throne, military campaigns, and legacy, situating his philosophy amidst his life and times, explicating the factors shaping Marcus' philosophy, and clarifying key themes in the Memoranda. Specifically designed to meet the needs of students seeking a thorough understanding of this key figure and his major work, Marcus Aurelius: A Guide for the Perplexed is the ideal guide for understanding this Stoic author - the only philosopher who was also an emperor. (shrink)

Alex Byrne contends that women are (simply) adult human females, claiming that this thesis has considerably greater initial appeal than the justified true belief (JTB) theory of knowledge. This paper refutes Byrne’s thesis in the same way the JTB theory of knowledge is widely thought to have been refuted: through simple counterexamples. Lessons are drawn. One lesson is that women need not be human. A second lesson is that biology and physical phenotypes are both irrelevant to whether someone (...) is a woman, and indeed, female in a gendered sense. A third lesson is that trans women, cis women, alien women, and robot women are all women because to be a woman is to be an adult gendered female. This paper does not purport to settle complex normative questions of ethics or justice, including whether the ordinary meaning of “woman” ought to be retained or changed—though I do note plausible implications for these debates. This paper does purport to settle what the ordinary meaning of “woman” is, and in that regard contribute to important conceptual ground-clearing regarding what constitutes an ameliorative or revisionary definition of “woman.”. (shrink)

How putrid is the matter which underlies everything. Water, dust, bones, stench. Again, fine marbles are calluses of the earth; gold and silver, its sediments; our clothes, animal-hair; their purple, blood from a shellfish. Our very breath is something similar and changes from this to that. Meditations, 9 36).

The norms of simplicity, convenience, unfussiness, and self-control guide Diogenes the Cynic, Zeno of Citium, Chrysippus, Seneca, Musonius Rufus, Epictetus, and Marcus Aurelius in approaching food. These norms generate the precept that meat and dainties are luxuries, so Stoics should eschew them. Considerations of justice, environmental harm, anthropogenic global climate change, sustainability, food security, feminism, harm to animals, personal health, and public health lead contemporary Stoics to condemn the meat industrial complex, debunk carnism, and select low input, plant-based foods.

A review of Donald Robertson, How to Think Like a Roman Emperor: The Stoic Philosophy of Marcus Aurelius. St. Martin's Press, 2019.

Seyla Benhabib has presented us with the first English translation of a work of Marcuse which was published originally in 1932 as Hegels Ontologie und die Grundlegung einer Theorie der Geschichtlichkeit, and was reissued in 1968 by Klostermann in an unrevised edition under the abbreviated title, Hegels Ontologie und die Theorie der Geschichtlichkeit. Benhabib’s fluent and readable translation begins with a thoughtful and informative introduction and ends with a glossary which explains not only key terms, but also the relations between (...) them upon which Marcuse draws. For example, sich verhalten receives the following explanation on p. 342. (shrink)

The ancient Stoics believed that virtue is the only true good and as such both necessary and sufficient for happiness. Accordingly, they classified food as among the things that are neither good nor bad but "indifferent." These "indifferents" included health, illness, wealth, poverty, good and bad reputation, life, death, pleasure, and pain. How one deals with having or lacking these things reflects one’s virtue or vice and thus determines one’s happiness or misery. So, while the Stoics held that food in (...) itself contributes nothing to a person’s happiness, how one obtains, prepares, and serves it, and both what and how one eats, all reveal a person’s character as good or bad. Thus, understanding the purpose of food, the necessity of frugality, and the virtue of temperance are all important in Stoicism. This paper traces the ethical views on food from Zeno of Citium and Chrysippus to Seneca, Musonius Rufus, Epictetus, and Marcus Aurelius. They agree that the wise and temperate know that simple, inexpensive foods in moderate amounts produced locally are easy to get and prepare, healthy for the body, and good for the mind. Thus, Stoicism dictates frugality of diet and the rejection of ambitious eating, gluttony, luxuries, delicacies, and gustatory extravagance. Some Stoics favor vegetarianism. All Stoics think it wise to limit eating and drinking to strict bodily need and to eradicate all food anxieties. (shrink)

Now in its second edition, this collection is an intelligent, accessible overview of the entire Critical Theory Tradition, written by one of the leading experts on the subject. Filled with original insights and valuable historical narratives, this work is a contribution that furthers the idea and spirit of critical theory as it weaves together a narrative from a series of examinations of the thoughts of many of the most important left Western intellectuals of the twentieth century. Covering the work of (...) major philosophical thinkers such as Benjamin, Horkheimer, Adorno, Marcuse and Habermas and revisiting the contributions of lesser-known figures such as Karl Korsch and Ernst Bloch, Bronner measures the writing of these theorists against each other, postmodernist philosophers and the critical tradition reaching back to Hegel, and then connects the history of critical theory with important historical events and develops in the twentieth century. Of Critical Theory and Its Theorists presents new insights useful to experienced scholars and offers clear summaries for students making this book an ideal introduction to the debates surrounding one of the most important intellectual traditions of the 20th Century. (shrink)

One of the hallmarks of human cognition is the capacity to generalize over arbitrary constituents. Recently, Marcus (1998, 1998a, b; Cognition 66, p. 153; Cognitive Psychology 37, p. 243) argued that this capacity, called universal generalization (universality), is not supported by Connectionist models. Instead, universality is best explained by Classical symbol systems, with Connectionism as its implementation. Here it is argued that universality is also a problem for Classicism in that the syntax-sensitive rules that are supposed to provide causal (...) explanations of mental processes are either too strict, precluding possible generalizations; or too lax, providing no information as to the appropriate alternative. Consequently, universality is not explained by a Classical theory. (shrink)

Arendt, Rawls, Walzer, de Beauvoir, Nozick, Marcuse. These names are among the absolutely essential building blocks of a political education. Stephen Bronner's Twentieth Century Political Thought: A Reader brings together dozens of the most important pieces by the thinkers who form and expand the canon of contemporary political thought. Designed as a sampler and a guide, the volume introduces the reader to contemporary debates over liberalism, socialism, fascism, postmodernism, feminism, postcolonialism and a host of other important ideas.

Byrne & Russon suggest that the production of action by primates is hierarchically organised. We assess the evidence for hierarchical structure in the comprehension of action by primates. Focusing on work with human children we evaluate several possible indices of program-level comprehension.

The four parts of this anthology comprise a remarkably wide array of positions on the nature and importance of art in human experience. Part I, from the history of philosophy, includes selections by the essential writers: Plato, Aristotle, Kant, Hegel, Nietzsche. Part II contains significant selections from Dewey, Langer, Goodman, Heidegger, and Merleau-Ponty. The major selections in Part III are from Hirsch and Gadamer on the nature of interpretation, supplemented by selections from Pepper, Derrida, and Foucault. Selections in Part IV (...) sharpen the issues that emerge from the more theoretical discussions in the preceding sections. Significantly revised for this second edition, Part IV now presents discussions of major contemporary importance. In recognition of the increasing influence of Bakhtin and his notion of linguistic multiplicity, materials from The Dialogic Imagination are included. A new section on postmodernism presents some of Lyotard’s definitions of the phenomenon. The Frankfurt School is more adequately represented with the addition of the essays by Benjamin and Adorno to the selection from Marcuse. Perhaps the most important additions are the essays by Gottner-Abendroth, Cixous, and Owens. Crucial contributions to the contemporary discourse, these writings from feminist theory represent a mode of thought that questions male-centered structures of authority and expression. These changes result in a more provocative and representive second edition. (shrink)

A sloppy, smug, conceptually muddled, and tendentious Christian apologist's comparison of narrowly selected texts from Seneca, Epictetus, Marcus Aurelius, Paul, Luke, and Justin Martyr. Following Alasdair MacIntyre, Rowe defends the traditionist view according to which Spirit-enhanced ‘supernatural’ discourse is intelligible only to those on the inside of Christian faith. Rowe argues that morality and religion are abstractions. Rowe presents his translations of Seneca, Epictetus, Marcus, Paul, Luke, and Justin into modern English while also being committed to the traditionist (...) view that such translations are doomed to inaccuracy and distortion. His views invite relativism and skepticism about all kinds of inquiry, including MacIntyre’s traditioned approach. (shrink)

This is a study of Roman adaptations of Stoic doctrine that seeks to portray a model of the self functioning as a mediator between philosophical and traditional values (1). The author’s aim is ‘to let the Roman Stoics’ self arise out of a comprehensive analysis of their extant philosophical work and to conduct that analysis from the vantage point of the specific question of social embeddedness. Such an approach yields a Stoic self that is constituted by the encounter between challenges (...) and normative expectations’ (2). Overall, this aim is met. The Roman Stoics referred to are Seneca, Musonius Rufus, Epictetus, Marcus Aurelius, and to a lesser extent Hierocles, who ‘all had to come to terms with the sociopolitical challenges of imperial Rome’ (3). The tame thesis advanced is that the doctrine of these Roman Stoics ‘shows a distinctive pattern of emphasizing social responsibility’ (3). This social responsibility includes commitments to the political community, marriage, and parenthood. (shrink)

This quirky monograph focuses on comments on logic made by Marcus Aurelius, who is said to "introduce the comedy," Seneca, who "features in the second act," and Epictetus, who is "the hero." Barnes denies that the ethical part of philosophy was the only part which was of any account in the social and intellectual debates of their time. Since he views logic as in itself neutral, Seneca is portrayed as a logical utilitarian and so a philistine (21). Despite casting (...) Epictetus as a "hero," Barnes tendentiously characterizes him as offering a "pin-striped cynicism." Other offhand quips, gibes hurled at professional philosophers, stylistic idiosyncracies, and a host of type-setting errors pepper this generally meticulous study and make for bumpy reading. This is a useful study of logic in the imperial Stoa but it does little to illuminate the thought of Epictetus, or imperial Stoicism, as a whole. (shrink)

The author’s aim in this quirky monograph is not to reconstruct all that can be surmised about Stoic logic in the first two centuries A.D. of the Roman empire, but rather to concentrate on the three Stoic authors whose extant texts contain remarks on logic. These imperial Stoics, Seneca, Epictetus, and Marcus Aurelius, are known for their emphasis on ethics and not for their contributions in either logic or physics. So it comes as some surprise that Barnes can find (...) much to say about what these philosophers thought about logic. As Barnes presents it (defying chronology), “Marcus introduces the comedy; Seneca features in the second act; and Epictetus is the hero” (ix). (shrink)

In its essence, Critical Theory is Western Marxist thought with the emphasis moved from the liberation of the working class to broader issues of individual agency. Critical Theory emerged in the 1920s from the work of the Frankfurt School, who sought to diagnose and cure the ills of society. Bronner provides sketches of major critical thinkers such as George Lukcs and Ernst Bloch, Theodor Adorno and Walter Benjamin, Herbert Marcuse and Jurgen Habermas, as well as many of its seminal texts (...) and empirical investigations. (shrink)

This is a study of Roman adaptations of Stoic doctrine that seeks to portray a model of the self functioning as a mediator between philosophical and traditional values (1). The author’s aim is ‘to let the Roman Stoics’ self arise out of a comprehensive analysis of their extant philosophical work and to conduct that analysis from the vantage point of the specific question of social embeddedness. Such an approach yields a Stoic self that is constituted by the encounter between challenges (...) and normative expectations’ (2). Overall, this aim is met. The Roman Stoics referred to are Seneca, Musonius Rufus, Epictetus, Marcus Aurelius, and to a lesser extent Hierocles, who ‘all had to come to terms with the sociopolitical challenges of imperial Rome’ (3). The tame thesis advanced is that the doctrine of these Roman Stoics ‘shows a distinctive pattern of emphasizing social responsibility’ (3). This social responsibility includes commitments to the political community, marriage, and parenthood. (shrink)

The Routledge Handbook of Critical Pedagogies for Social Work traverses new territory by providing a cutting-edge overview of the work of classic and contemporary theorists, in a way that expands their application and utility in social work education and practice; thus, providing a bridge between critical theory, philosophy, and social work. Each chapter showcases the work of a specific critical educational, philosophical and/or social theorist including: Henry Giroux, Michel Foucault, Cornelius Castoriadis, Herbert Marcuse, Paulo Freire, bell hooks, Joan Tronto, Iris (...) Marion Young, Karl Marx, Antonio Gramsci and many others to elucidate the ways in which their key pedagogic concepts can be applied to specific aspects of social work education and practice. The text exhibits a range of research-based approaches to educating social work practitioners as agents of social change. It provides a robust and much needed, alternative paradigm to the technique-driven ‘conservative revolution’ currently being fostered by neoliberalism in both social work education and practice. The volume will be instructive for social work educators who aim to teach for social change, by assisting students to develop counter-hegemonic practices of resistance and agency, and reflecting on the pedagogic role of social work practice more widely. The volume holds relevance for both postgraduate and undergraduate/qualifying social work and human services courses around the world. (shrink)

Peter Abelard (1079–1142 ce) was the most wide‐ranging philosopher of the twelfth century. He quickly established himself as a leading teacher of logic in and near Paris shortly after 1100. After his affair with Heloise, and his subsequent castration, Abelard became a monk, but he returned to teaching in the Paris schools until 1140, when his work was condemned by a Church Council at Sens. His logical writings were based around discussion of the “Old Logic”: Porphyry's Isagoge, aristotle'S Categories and (...) On Interpretation and boethius'S textbook on topical inference. They comprise a freestanding Dialectica (“Logic”; probably c.1116), a set of commentaries (known as the Logica [Ingredientibus], c. 1119) and a later (c. 1125) commentary on the Isagoge (Logica Nostrorum Petititoni Sociorum or Glossulae). In a work Abelard called his Theologia, issued in three main versions (between 1120 and c.1134), he attempted a logical analysis of trinitarian relations and explored the philosophical problems surrounding God's claims to omnipotence and omniscience. The Collationes (“Debates,” also known as “Dialogue between a Christian, a Philosopher and a Jew”; probably c.1130) present a rational investigation into the nature of the highest good, in which the Christian and the Philosopher (who seems to be modeled on a philosopher of pagan antiquity) are remarkably in agreement. The unfinished Scito teipsum (“Know thyself,” also known as the “Ethics”; c.1138) analyses moral action. (shrink)

I examine the (mediated) correspondence between Spinoza and Robert Boyle concerning the latter’s account of fluidity and his experiments on reconstitution of niter in the light of the epistemology and doctrine of method contained in the Treatise on the Emendation of the Intellect. I argue that both the Treatise and the correspondence reveal that for Spinoza, the proper method of science is not experimental, and that he accepted a powerful under-determination thesis. I argue that, in contrast to modern versions, Spinoza’s (...) form of naturalism was a highly rationalist and anti-empirical one. I conclude with a brief account of the value of experience and experimentation for Spinoza’s scientific method. (shrink)

This essay responds to Hirstein, Sifferd and Fagan’s book, Responsible Brains, which claims that executive function is the guiding mechanism that supports both responsible agency and the necessity for some excuses. In contrast, I suggest that executive function is not the universal acid and the neuroscience at present contributes almost nothing to the necessary psychological level of explanation and analysis. To the extent neuroscience can be useful, it is virtually entirely dependent on well-validated psychology to correlate with the neuroscientific variables (...) under investigation. The essay considers what executive function is and what the neuroscience adds to our understanding of it. Then it addresses moral and legal responsibility generally, and specific doctrines. Executive function is seldom found to be the most perspicuous approach to any of the general or specific moral and legal questions. (shrink)

Conscience and conscientious objections are important issues in medical law and ethics. However, discussions tend to focus on a particular type of conscience-based claim. These types of claims are based upon predictable, generalizable rules in which an individual practitioner objects to what is otherwise standard medical treatment. However, not all conscience based claims are of this type. There are other claims which are based not on an objection to a treatment in general but in individual cases. In other words, these (...) cases may involve practices which the doctor does not usually object to but does so in this instance on these facts. This paper will explore these types of conscience-based claims in two ways. First, it will explore whether these types of individualised conscience-based claims are really conscience claims at all. Second, it will explore how these claims interact with the other sorts of judgements we expect doctors to make in these cases. (shrink)

The theory of mental models and its computer implementations have led to crucial experiments showing that no standard logic—the sentential calculus and all logics that include it—can underlie human reasoning. The theory replaces the logical concept of validity (the conclusion is true in all cases in which the premises are true) with necessity (conclusions describe no more than possibilities to which the premises refer). Many inferences are both necessary and valid. But experiments show that individuals make necessary inferences that are (...) invalid, e.g., Few people ate steak or sole; therefore, few people ate steak. Other crucial experiments show that individuals reject inferences that are not necessary but valid, e.g., He had the anesthetic or felt pain, but not both; therefore, he had the anesthetic or felt pain, or both. Nothing in logic can justify the rejection of a valid inference: a denial of its conclusion is inconsistent with its premises, and inconsistencies yield valid inferences of any conclusions whatsoever including the one denied. So inconsistencies are catastrophic in logic. In contrast, the model theory treats all inferences as defeasible (nonmonotonic), and inconsistencies have the null model, which yields only the null model in conjunction with any other premises. So inconsistences are local. Which allows truth values in natural languages to be much richer than those that occur in the semantics of standard logics; and individuals verify assertions on the basis of both facts and possibilities that did not occur. (shrink)

It is impossible to hold patently contradictory beliefs in mind together at once. Why? Because we know that it is impossible for both to be true. This impossibility is a species of rational necessity, a phenomenon that uniquely characterizes the relation between one person's beliefs. Here, Eric Marcus argues that the unity of the rational mind--what makes it one mind--is what explains why, given what we already believe, we can't believe certain things and must believe certain others in this (...) special sense. What explains this is that beliefs, and the inferences by which we acquire them, are constituted by a particular kind of endorsement of those very states and acts. This, in turn, entails that belief and inference are essentially self-conscious: to hold a belief or to make an inference is at the same time to know that one does. An examination of the nature of belief and inference, in light of the phenomenon of rational necessity, reveals how the unity of the rational mind is a function of our knowledge of ourselves as bound to believe the true. Rational self-consciousness is the form of mental togetherness. (shrink)

Global Media Ethics is the first comprehensive cross-cultural exploration of the conceptual and practical issues facing media ethics in a global world. A team of leading journalism experts investigate the impact of major global trends on responsible journalism. The first full-length, truly global textbook on media ethics; Explores how current global changes in media promote and inhibit responsible journalism; Includes relevant and timely ethical discussions based on major trends in journalism and global media; Questions existing frameworks in media ethics in (...) light of the impact of global media; Contributors are leading experts in global journalism and communication. (shrink)