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)

The 'content view', in slogan form, is 'Perceptual experiences have representational content'. I explain why the content view should be reformulated to remove any reference to 'experiences'. I then argue, against Bill Brewer, Charles Travis and others, that the content view is true. One corollary of the discussion is that the content of perception is relatively thin (confined, in the visual case, to roughly the output of 'mid-level' vision). Finally, I argue (briefly) that the opponents of the content view (...) are partially vindicated, because perceptual error is due to false belief. (shrink)

Different authors offer subtly different characterizations of naïve realism. We disentangle the main ones and argue that illusions provide the best proving ground for naïve realism and its main rival, representationalism. According to naïve realism, illusions never involve per- ceptual error. We assess two leading attempts to explain apparent perceptual error away, from William Fish and Bill Brewer, and conclude that they fail. Another lead- ing attempt is assessed in a companion paper, which also sketches an alternative representational account.

This article examines the possibility of establishing a Department of Peace (DOP) as a Department of the Government of Canada. The topic has been introduced in Parliament twice, as Bill C-447 in 2009 and as Bill C-373 in 2011, without any further actions beyond the formal First Reading. The introduction of the bills could only happen on the basis of significant support among Canadians. At present efforts to introduce the DOP continue, although in somewhat muted form. Based largely (...) on oral interviews, this article assesses the potential for establishing a DOP in the context of the Canadian peace tradition as well as global developments. It concludes that a DOP has great potential to move the peace agenda forward but that, in view of the priorities of the current government and the general mood in Canadian society, it is not realistic to expect a DOP to be implemented at present. (shrink)

The ‘content view’, in slogan form, is ‘Perceptual experiences have representational content’. I explain why the content view should be reformulated to remove any reference to ‘experiences’. I then argue, against Bill Brewer, Charles Travis and others, that the content view is true. One corollary of the discussion is that the content of perception is relatively thin (confined, in the visual case, to roughly the output of ‘mid‐level’ vision). Finally, I argue (briefly) that the opponents of the content view (...) are partially vindicated, because perceptual error is due to false belief. (shrink)

Review of Perception and Its Objects (OUP 2011), by Bill Brewer.

ABSTRACT A Third-Person-Based or Third-Personal Judgment-Dependent account of mental content implies that, as an a priori matter, facts about a subject’s mental content are precisely captured by the judgments of a second-person or an interpreter. Alex Byrne, Bill Child, and others have discussed attributing such a view to Donald Davidson. This account significantly departs from a First-Person-Based or First-Personal Judgment-Dependent account, such as Crispin Wright’s, according to which, as an a priori matter, facts about intentional content are constituted (...) by the judgments of the subject herself, formed under certain optimal or cognitively ideal conditions. I will argue for two claims: (1) Attributing a Third-Personal Judgment-Dependent account to Davidson is unjustified; Davidson’s view is much closer to a non-reductionist First-Personal Judgment-Dependent account. (2) Third-Personal accounts rest on a misconstrual of the role of an interpreter in the First-Personal accounts; the notion of an interpreter still plays an essential role in the latter ones. (shrink)

I know various contingent truths about my environment by perception. For example, by looking, I know that there is a computer before me; by hearing, I know that someone is talking in the corridor; by tasting, I know that the coffee has no sugar. I know these things because I have some built-in mechanisms specialized for detecting the state of my environment. One of these mechanisms, for instance, is presently transducing electromagnetic radiation (in a narrow band of wavelengths) coming from (...) the computer and the desk on which it sits. How that mechanism works is a complicated story—to put it mildly—and of course much remains unknown. But we can at least produce more-or- less plausible sketches of how the mechanism can start from retinal irradiation, and go on to deliver knowledge of my surroundings. Moreover, in the sort of world we inhabit, specialized detection mechanisms that are causally affected by the things they detect have no serious competition—seeing the computer by seeing an idea of the computer in the divine mind, for example, is not a feasible alternative. (shrink)

Anything is similar to anything, provided the respects of similarity are allowed to be gerrymandered or gruesome, as Goodman observed.2 But similarity in non-gruesome or—as I shall say—genuine respects is much less ecumenical. Colors, it seems, provide a compelling illustration of the distinction as applied to similarities among properties.3 For instance, in innumerable gruesome respects, blue is more similar to yellow than to purple. But in a genuine respect, blue is more similar to purple than to yellow (genuinely more similar, (...) as I shall sometimes put it). (shrink)

The sceptic about the external world presents us with a paradox: an apparently acceptable argument for an apparently unacceptable conclusion—that we do not know anything about the external world. Some paradoxes, for instance the liar and the sorites, are very hard. The defense of a purported solution to either of these two inevitably deploys the latest in high-tech philosophical weaponry. On the other hand, some paradoxes are not at all hard, and may be resolved without much fuss. They do not (...) contain profound lessons about the human condition. Where should we place the sceptical paradoxes? (shrink)

Presents a new interpretation of Aristotle's Analytics (the Prior and Posterior Analytics) as a unified whole, and argues that to "loose up" or solve—rather than to reduce or break up—is the principle meaning which best characterizes the Analytics.

Maggie Heartsilver’s “Deflating Byrne’s ‘Are women adult human females?’” subjects the arguments and conclusion of “Are women ...?” to a probing and comprehensive stress ­test. The present paper responds to Heartsilver’s objections, and also discusses the significance of the proposition that trans women are women.

Dispositional theories of colour have been attacked by McGinn and others on the ground that ‘Colours do not look like dispositions’. Langsam has argued that on the contrary they do, in ‘Why Colours Do Look Like Dispositions’, The Philosophical Quarterly, 50 , pp. 68–75. I make three claims. First, neither side has made its case. Secondly, it is true, at least on one interpretation, that colours do not look like dispositions. Thirdly, this does not show that dispositionalism about colours is (...) false. (shrink)

In the preface, Kim writes hopefully that his introduction to the philosophy of mind is “intended to be accessible to those without a formal background in philosophy”. The blurb at the end is more realistic: Philosophy of Mind is “a textbook for upper-level undergraduates and graduate students”. It is an admirable addition to Westview’s excellent Dimensions of Philosophy series. Brisk, workmanlike chapters profile the usual suspects: behaviorism, the identity theory, mind as computer and as causal structure, mental causation, consciousness, mental (...) content, and reductive and nonreductive physicalism. Each chapter ends with a useful note on further readings. (shrink)

The Dangerous Book for Boys Abstract: Seventeenth and eighteenth century discussions of the senses are often thought to contain a profound truth: some perceptible properties are secondary qualities, dispositions to produce certain sorts of experiences in perceivers. In particular, colors are secondary qualities: for example, an object is green iff it is disposed to look green to standard perceivers in standard conditions. After rebutting Boghossian and Velleman’s argument that a certain kind of secondary quality theory is viciously circular, we discuss (...) three main lines of argument for the secondary quality theory. The first is inspired by an intuitively compelling picture of perception articulated by Reid; the second is that the secondary quality theory is a conceptual truth; the third line of argument is presented in Johnston’s influential paper ‘How to speak of the colors’. We conclude that all these arguments fail, and that the secondary quality theory is unmotivated. Keywords: color, secondary quality, disposition, vision, perception.. (shrink)

"Originally published in the United States in hardcover in 2012 and in paperback in 2013 by McSweeneys, San Francisco.".

Comparative analysis of the behavior of modern primates, in conjunction with an accurate phylogenetic tree of relatedness, has the power to chart the early history of human cognitive evolution. Adaptive cognitive changes along this path occurred, it is believed, in response to various forms of complexity; to some extent, theories that relate particular challenges to cognitive adaptations can also be tested against comparative data on primate ecology and behavior. This paper explains the procedures by which data are employed, and uses (...) the best currently available evidence to derive a proposal for some of the stages through which human cognition evolved, before the last common ancestor with a nonhuman, and the reasons that cognitive adaptations were favored in primate evolution. (shrink)

How can we make complexity work as part of a programme of engaged social science? This article attempts to answer that question by arguing that one way to do this is through a reconstruction of a central tool of a distinctively social science – the comparative method – understood as a procedure for elucidating the complex and multiple systems of causation that generate particular trajectories towards a desired future from the multiple sets of available futures. The article distinguishes between ‘simplistic (...) complexity’ and ‘complex complexity’. ‘Simplistic complexity’ seeks to explain emergence in complex systems as the product of simple rules and defines complex science as the process of establishing such rules. It can and does serve as the basis of technocratic social engineering in the interest of the powerful. In contrast ‘complex complexity’ recognizes the significance of social structure and willed social agency and does not reduce emergence to the mere working out of a restricted set of rules. Research programmes informed by this second approach must necessarily engage with social actors in context – they must be dialogical. This opens up the possibility of ‘complex complexity’ as a frame of reference for action-research directed towards the transformation of complex social systems. Comparative methods, and in particular Ragin’s qualitative comparative analysis approach, when deployed as part of such a programme, can provide meaningful information about the range of possible futures and the different configurations of causes which might generate particular desired social outcomes. (shrink)

Regardless of leaders’ efforts to do the right thing and meet performance expectations, they make mistakes, with possible ramifications for followers’ and leaders’ well-being. Some leaders will apologize following transgressions, which may have positive implications for their followers’ and their own well-being, contingent upon the nature and severity of the transgressions. We examine these relationships in two separate studies. In Study 1, leader apologies had a positive relationship with followers’ psychological well-being and emotional health, and these relationships were moderated by (...) the severity of the transgression. In Study 2, leader apologies had a positive relationship with their own psychological well-being, positive emotional health and authentic pride. In addition, the nature of transgressions moderated the relationship between leader apologies and leaders’ positive emotions and authentic pride, while the severity of transgressions moderated the relationship between leader apologies and their positive emotions, psychological health, and authentic pride. Implications and future research directions are discussed. (shrink)

_Consciousness, Color, and Content_ is a significant contribution to our understanding of consciousness, among other things. I have learned a lot from it, as well as Tye.

Critical discussion of Chris Hill's perceptual theory of pain.

This discussion paper draws on previous literature, and new primary research into human trafficking and sexual exploitation, outlining how the discipline of Peace and Conflict Studies (PACS) has evolved over the past fifty years. The discipline has moved through the following six distinct schools of thought: (1) Peace Studies (disarmament, nonviolence), (2) Conflict Management (ADR), (3) Conflict Resolution (problem solving, human needs), (4) Conflict Transformation (reconciliation, local people’s culture), (5) Peace and Conflict Studies (peacebuilding), and (6) Critical and Emancipatory Peacebuilding (...) (the local people’s resiliency, and social justice). While these PACS eras can be distinguished, there is also considerable overlap between them. This paper explores some of those definable periods. (shrink)

Elephants show a rich social organization and display a number of unusual traits. In this paper, we analyse reports collected over a thirty-five year period, describing behaviour that has the potential to reveal signs of empathic understanding. These include coalition formation, the offering of protection and comfort to others, retrieving and 'babysitting' calves, aiding individuals that would otherwise have difficulty in moving, and removing foreign objects attached to others. These records demonstrate that an elephant is capable of diagnosing animacy and (...) goal directedness, and is able to understand the physical competence, emotional state and intentions of others, when they differ from its own. We argue that an empathic understanding of others is the simplest explanation of these abilities, and discuss reasons why elephants appear to show empathy more than other non-primate species. (shrink)

The book concludes with a discussion of whether theology as a discursive, academic discipline can be interpreted realistically.Offering a comprehensive survey ...

This study offers students of religion and philosophy introductory chapters concerning the concept of natural religion. It holds that we can’t engage in useful discussion about the present concept of religion without a knowledge of the philosophical history that has shaped that concept. This is discussed with reference to the notion of natural religion to illustrate certain aspects of deism and its legacy. Originally published in 1989.

Through case studies that highlight the type of information that is seldom reported in the news, Faces of Environmental Racism exposes the type and magnitude of environmental racism, both domestic and international. The essays explore the justice of current environmental practices, asking such questions as whether cost-benefit analysis is an appropriate analytic technique and whether there are alternate routes to sustainable development in the South.

This paper surveys the argument that a secular world-view that is committed to a neo-Darwinian account of human origins generates a vicious form of moral skepticism. The argument turns around the claim that Darwinism entails the unreliability of moral sense or conscience. This argument is analyzed and found wanting. It rests on a major error about the scope of evolutionary biology in explaining human thought.

The Dangerous Book for Boys Abstract: Seventeenth and eighteenth century discussions of the senses are often thought to contain a profound truth: some perceptible properties are secondary qualities, dispositions to produce certain sorts of experiences in perceivers. In particular, colors are secondary qualities: for example, an object is green iff it is disposed to look green to standard perceivers in standard conditions. After rebutting Boghossian and Velleman’s argument that a certain kind of secondary quality theory is viciously circular, we discuss (...) three main lines of argument for the secondary quality theory. The first is inspired by an intuitively compelling picture of perception articulated by Reid; the second is that the secondary quality theory is a conceptual truth; the third line of argument is presented in Johnston’s influential paper ‘How to speak of the colors’. We conclude that all these arguments fail, and that the secondary quality theory is unmotivated. Keywords: color, secondary quality, disposition, vision, perception.. (shrink)

Introductory texts in the philosophy of mind often begin with a discussion of behaviourism, presented as one of the few theories of mind that have been conclusively refuted. But matters are not that simple: behaviourism, in one form or another, is still alive and kicking.

Problems of Vision is divided into three parts. The first part argues for the “insight at [the] core” of the causal theory of perception.

Richard Heck, in "The Sense of Communication" (Mind, 104, pp. 79-106, 1995), argues against the "Hybrid View"--the claim, roughly, that names are Millian while beliefs are Fregean. We argue that Heck's argument fails.

Introductory texts in the philosophy of mind often begin with a discussion of behaviourism, presented as one of the few theories of mind that have been conclusively refuted. But matters are not that simple: behaviourism, in one form or another, is still alive and kicking.

The journalistic device of applying military imagery to describe business strategies is appropriate insofar as businesses implicitly base their strategies on a military model whose origins lie in Social Darwinism. What this involves is an unexamined understanding that any means may be adopted to achieve corporate objectives. Recent workforce reductions are manifestations of this understanding; but so are practices associated with mergers and acquisitions and with government-effectuated takings. Regulation, rather than being overbroad, cannot contain these corporate excesses; and social pressure (...) is an underdeveloped counterforce. Business ethics will remain futile, unfortunately, so long as its practitioners assume a peacetime state of affairs and businesses assume a state of war. (shrink)

This article shows how Bernard Lonergan's philosophy of science can bring resolution to a recent controversy: the controversy that arises from Intelligent Design theorists' and proponents of neo-Darwinian evolution. Intelligent Design theories argue that the complex structures of living organisms cannot be adequately explained by neo-Darwinian theories, especially by its postulate of random variations. Hence, an "intelligent designer" must be postulated in order to fill out scientific explanations. This article finds fault with the Intelligent Design arguments, but proposes a different (...) form of design argument–one that accepts neo-Darwinian evolution (or something very much like it). It shows how Lonergan's analysis of scientific methods grounds his account of evolution, and how much this can overcome the most basic Intelligent Design objections. It then shows how Lonergan's philosophy of God also can offer a design argument based, not in the complexity of this or that organism, but in the "design" of evolution itself. /// O presente artigo mostra até que ponto a filosofia da ciência de Bernard Lonergan pode trazer resolução à recente controvérsia suscitada pelos defensores da Teoria do Desígnio Inteligente, teoria essa fortemente atacada pelos defensores neo-darwinistas da teoria da evolução. As teorias do Desígnio Inteligente defendem que as estruturas complexas dos organismos vivos não podem ser adequadamente explicadas pelas teorias neo-darwinistas, especialmente pelo seu postulado relativo às variações de acaso. Nesse sentido, um agente Inteligente teria de ser postulado em ordem a prover as necessárias explicações científicas. O autor do presente artigo, porém, considera que a argumentação dos defensores do Desígnio Inteligente é defeituosa, pelo queavança um novo argumento de desígnio, um efectivamente que aceita a teoria da evolução neo-darwiniana (ou algo muito semelhante a ela). Em suma, o artigo mostra até que ponto a análise lonerganiana dos métodos científicos subjaz à sua própria teoria da evolução, mostrando-se assim também de que forma esta doutrina ultrapassa as objecções mais elementares dos defensores da Teoria do Desígnio Inteligente. Por fim, mostra-se ainda de que modo a filosofia de Lonergan sobre Deus pode oferecer um argumento de desígnio baseado, não na complexidade deste ou daquele organismo, mas no "desígnio" da evolução em si mesma. (shrink)