Computational models will play an important role in our understanding of human higher‐order cognition. How can a model's contribution to this goal be evaluated? This article argues that three important aspects of a model of higher‐order cognition to evaluate are (a) its ability to reason, solve problems, converse, and learn as well as people do; (b) the breadth of situations in which it can do so; and (c) the parsimony of the mechanisms it posits. This article argues that fits of (...) models to quantitative experimental data, although valuable for other reasons, do not address these criteria. Further, using analogies with other sciences, the history of cognitive science, and examples from modern‐day research programs, this article identifies five activities that have been demonstrated to play an important role in our understanding of human higher‐order cognition. These include modeling within a cognitive architecture, conducting artificial intelligence research, measuring and expanding a model's ability, finding mappings between the structure of different domains, and attempting to explain multiple phenomena within a single model. (shrink)

A common theme in the historiography of Greek ethics says that modern ethics is characterized by imperative notions such as ‘duty’—and with a Judeo‐Christian notion of imperatives or commands issued by god—whereas ancient ethics supposedly deals mainly with ‘attractive notions such as ‘good’ and ‘virtue’. This thought is often juxtaposed with the idea that imperative notions betoken a conflict between one's duty and one's good, because an imperative seems to be required only to command people to do what they do (...) not wish to do, which is felt to be inappropriate to the supposed eudaimonism of Greek ethics. In fact Greek ethics makes substantial use of imperative notions, and does not attempt to show that attractive notions are more basic or preferable in ethics. (shrink)

Thus far it has been shown that Greek ethics is not as different from modern ethics as is commonly held, and that we cannot oppose a harmonizing Greek ethical outlook with a modern view that involves a conflict between happiness and adherence to ethical standards. Greek ethics has universalistic features—though they are different from the egalitarian characteristics of modern positions and do not focus on the notion of benevolence in the way that modern ethics does—and it mostly distinguishes self‐referential and (...) non‐self‐referential aims. Moreover, there is not in any case such a thing as a monolithic ethical view of ‘the Greeks’, and the idea of a straightforward contrast between ‘ancient’ and ‘modern’ ethics is best avoided. (shrink)

One of the main vehicles for the reconciliation of individual and social happiness that has supposedly been characteristic of Greek ethics is the concept of the polis. In the Hegelian tradition it has been thought that the Greeks reduced all norms and values to standards laid down by and for the city‐state, and that this fact made it possible for them to hold that the well‐being of an individual is entirely compatible with the well‐being of his fellow‐citizens and of the (...) city‐state as a whole. However, the Greeks were familiar with and attached substantial weight to non‐polis‐based norms and values, even universalist ones like the Golden Rule, and made ample conceptual room for conflict between the happiness of a citizen and that of his community. Moreover, Greek attitudes on this issue were variegated, not uniform. (shrink)

The explosion of scientific results about epigenetic and other parental effects appears bewilderingly diverse. An important distinction helps to bring order to the data. Firstly, parents can detect adaptively-relevant information and transmit it to their offspring who rely on it to set a plastic phenotype adaptively. Secondly, adaptively-relevant information may be generated by a process of selection on a reliably transmitted parental effect. The distinction is particularly valuable in revealing two quite different ways in which human cultural transmission may operate.

Hans Jonas’s establishment of an ethics of responsibility entails the simultaneous rejection of the modern notion of progress and the recovery of a form of “metaphysical speculation” that aids man in his search for an objective standard of value. Looking mostly at Jonas’s philosophical biology in The Phenomenon of Life and Mortality and Morality, this paper shows how Jonas’s thought on value judgments rests upon his critique of progress and science. The ethics of perfectibility and progress, Jonas shows, leads to (...) a predicament in which the modern mind must navigate between the dangers present in the hubristic hopes of technological progress and the nihilism he finds in the thought of Martin Heidegger. Jonas’s philosophical biology serves as a critique of these positions that opens up an alternative orientation toward nature—one that grounds not only the ethics of responsibility but the uniquely human activity of reflection. The critique of progress serves, then, as a propaedeutic to the ethics of responsibility and the recovery of an image of man as the reflective animal. Such a recovery of metaphysical speculation from the dogmas of the physical sciences helps encourage a “new humility” in the face of man’s technological power. Jonas hopes to replace man’s desire for self-overcoming with the fear that his “Promethean immoderation” will lead to the biosphere's destruction. This fear acknowledges the limits of man’s knowledge and is thereby accompanied by a posture of Socratic ignorance and the reengagement with the philosophia perennis. That is, a less hubristic ethical theory depends upon a modest philosophical stance toward the whole. Only on the grounds of this epistemological modesty can we hope to proceed into the future with both caution and wisdom. (shrink)

The field of cognitive modeling has progressed beyond modeling cognition in the context of simple laboratory tasks and begun to attack the problem of modeling it in more complex, realistic environments, such as those studied by researchers in the field of human factors. The problems that the cognitive modeling community is tackling focus on modeling certain problems of communication and control that arise when integrating with the external environment factors such as implicit and explicit knowledge, emotion, cognition, and the cognitive (...) system. These problems must be solved in order to produce integrated cognitive models of moderately complex tasks. Architectures of cognition in these tasks focus on the control of a central system, which includes control of the central processor itself, initiation of functional processes, such as visual search and memory retrieval, and harvesting the results of these functional processes. Because the control of the central system is conceptually different from the internal control required by individual functional processes, a complete architecture of cognition must incorporate two types of theories of control: Type 1 theories of the structure, functionality, and operation of the controller, and type 2 theories of the internal control of functional processes, including how and what they communicate to the controller. This book presents the current state of the art for both types of theories, as well as contrasts among current approaches to human-performance models. It will be an important resource for professional and student researchers in cognitive science, cognitive-engineering, and human-factors.Contributors: Kevin A. Gluck, Jerry T. Ball, Michael A. Krusmark, Richard W. Pew, Chris R. Sims, Vladislav D. Veksler, John R. Anderson, Ron Sun, Nicholas L. Cassimatis, Randy J. Brou, Andrew D. Egerton, Stephanie M. Doane, Christopher W. Myers, Hansjorg Neth, Jeremy M Wolfe, Marc Pomplun, Ronald A. Rensink, Hansjorg Neth, Chris R. Sims, Peter M. Todd, Lael J. Schooler, Wai-Tat Fu, Michael C. Mozer, Sachiko Kinoshita, Michael Shettel, Alex Kirlik, Vladislav D. Veksler, Michael J. Schoelles, Jerome R. Busemeyer, Eric Dimperio, Ryan K. Jessup, Jonathan Gratch, Stacy Marsella, Glenn Gunzelmann, Kevin A. Gluck, Scott Price, Hans P. A. Van Dongen, David F. Dinges, Frank E. Ritter, Andrew L. Reifers, Laura Cousino Klein, Michael J. Schoelles, Eva Hudlicka, Hansjorg Neth, Christopher W. Myers, Dana Ballard, Nathan Sprague, Laurence T. Maloney, Julia Trommershauser, Michael S. Landy, A. Hornof, Michael J. Schoelles, David Kieras, Dario D. Salvucci, Niels Taatgen, Erik M. Altmann, Richard A. Carlson, Andrew Howes, Richard L. Lewis, Alonso Vera, Richard P. Cooper, and Michael D. Byrne. (shrink)

Kant’s theory of citizenship replaces the French revolutionary triptych of liberty, equality and fraternity with freedom (Freiheit), equality (Gleichheit) and civil self-sufficiency (Selbständigkeit). The interpretative question is what the third attribute adds to the first two: what does self-sufficiency add to free consent by juridical equals? This article argues that Selbständigkeit adds the idea of interdependent independence: the independent possession and use of citizens’ interdependent rightful powers. Kant thinks of the modern state as an organism whose members are agents possessed (...) of rightful (productive) powers, whose interdependent mode of exercise independently of unilateral permission matters for right. The empirical form of that ideal, according to Kant, is a republic of independent commodity producers. I will show that this reading of Selbständigkeit can consistently explain Kant’s disenfranchisement of women, wage labourers and landless farmers; that it offers a robust alternative to influential republican, libertarian and proprietarian interpretations of the Kantian state; and that it can buttress an original account of community as productive interdependence. (shrink)

I argue that inquiry can be defined without reference to the attitudes inquirers have during inquiry. Inquiry can instead be defined by its aim: it is the activity that has the aim of answering a question. I call this approach to defining inquiry a “naive” account. I present the naive account of inquiry in contrast to a prominent contemporary account of inquiry most notably defended by Jane Friedman. According to this view of inquiry, which I call an attitude-centric view, inquiry (...) is appropriately defined not by the aim of the activity but by the attitudes that inquirers have during inquiry. After developing the naive view, I defend it against the objection that it collapses into the attitude-centric view. (shrink)

This paper defends the idea that there might be vagueness or indeterminacy in the world itself---as opposed to merely in our representations of the world---against the charges of incoherence and unintelligibility. First we consider the idea that the world might contain vague *properties and relations*; we show that this idea is already implied by certain well-understood views concerning the semantics of vague predicates (most notably the fuzzy view). Next we consider the idea that the world might contain vague *objects*; we (...) argue that an object is indeterminate in a certain respect (colour, size, etc.) just in case it is a borderline case of a maximally specific colour (size, etc.) property. Finally we consider the idea that the *world as a whole* might be indeterminate; we argue that the world is indeterminate just in case it lacks a determinate division into determinate objects. (shrink)

Aesthesis, the classical term for sensing and perceiving, is at the heart of innumerable problems that plague global society. The purpose of this article is to open a conversation on aesthesis. We survey the roots and relevance of aesthesis as a direct albeit contested relation and engagement with the world and with Others. From its pre-Socratic origins, aesthesis has been both a pragmatic, somatic concept, prompting a re-evaluation of the distinction between experience and abstraction. We trace its ongoing repression from (...) Plato through ‘western’ theories of formal Aesthetics. Drawing on a relational interpretation of Protagoras’ aesthesis, we argue that modern pragmatists and radical empiricists, as well as more contemporary critics of the ‘colonization’ of aesthesis (Mignolo and Vasquez) by formal Aesthetics recognize and develop the relational and ethical aspects of aesthesis. We consider the role of the body, affect, and of the intangible or virtual qualities of aesthesis. The ethics of obligations (Weil) in the polis (Arendt) shows how aesthesis informs politics despite its repression in favour of moral and legal norms. We argue this is relevant to contemporary crises such as xenophobia and ecocidal climate warming. (shrink)

"A complete and unified account of Plato's epistemology... scholarly, historically sensitive, and philosophically sophisticated. Above all it is sensible.... White's strength is that he places Plato's preoccupation in careful historical perspective, without belittling the intrinsic difficulties of the problems he tackled.... White's project is to find a continuous argument running through Plato's various attacks on epistemological problems. No summary can do justice to his remarkable success." --Ronald B. De Sousa, University of Toronto, in Phoenix.

How should an acknowledgement of contingency affect our understanding of moral identity? The book considers various ways of thinking about this question in contemporary moral and political theory. Drawing on the work of Gadamer, Ricoeur, Taylor and others, it defends a realist but pluralist 'strong hermeneutic' view.

1. Introduction 2. Reward-Guided Decision Making 3. Content in the Model 4. How to Deflate a Metarepresentational Reading Proust and Carruthers on metacognitive feelings 5. A Deflationary Treatment of RPEs? 5.1 Dispensing with prediction errors 5.2 What is use of the RPE focused on? 5.3 Alternative explanations—worldly correlates 5.4 Contrast cases 6. Conclusion Appendix: Temporal Difference Learning Algorithms.

This Element is a concise, high-level introduction to the philosophy of physical symmetry. It begins with the notion of `physical representation' (the kind of empirical representation of nature that we effect in doing physics), and then lays out the historically and conceptually central case of physical symmetry that frequently falls under the rubric of 'the Relativity Principle', or 'Galileo's Ship. This material is then used as a point of departure to explore the key hermeneutic challenge concerning physical symmetry in the (...) last century, namely understanding the physical significance of the notion of 'local' gauge symmetry. The approach taken stresses both the continuity with historically important themes such as the Relativity Principle, as well as novel insights earned by working with contemporary media such as the covariant phase space and derived critical locus formalisms. (shrink)

This paper examines a broad range of ethical perspectives and principles relevant to the analysis of issues raised by the science of climate change and explores their implications. A second and companion paper extends this analysis to the contribution of ethics, economics and politics in understanding policy towards climate change. These tasks must start with the science which tells us that this is a problem of risk management on an immense scale. Risks on this scale take us far outside the (...) familiar policy questions and standard, largely marginal, techniques commonly used by economists; this is a subject that requires the full breadth and depth of what economics has to offer and a much more thoughtful view of ethics than economists usually bring to bear. Different philosophical approaches bring different perspectives on understanding and policy, yet they generally point to the case for strong action to manage climate change. (shrink)

abstract This article defends luck egalitarianism as an interpretation of the egalitarian ideal against two major criticisms levelled against it by Elizabeth Anderson — that it is trapped in the distributive paradigm, and that it treats the victims of bad option luck too harshly to be considered an egalitarian theory. Against the first criticism, I argue that luck egalitarianism will condemn non‐material inequalities and injustices if an appropriate conception of well‐being is adopted. I demonstrate this by showing how the approach (...) is sensitive to the five faces of oppression developed by Iris Young. Although the second criticism is more troubling, it does not defeat luck egalitarianism, either. I will show that few of the inequalities that arise in the real world result from option luck. Further, if cases do occur, rather than abandoning the theory, the best response is to combine luck egalitarianism with another egalitarian principle that will ensure that the basic needs of all citizens are satisfied. The paper concludes by defending the appeal of the distinction between option luck and brute luck, in light of the preceding discussion. (shrink)

Education systems are full of harmful violence of types often unrecognised or misunderstood by educators, education leaders, and bureaucrats. Educational violence harms a great number of innocent persons (those who, morally speaking, may not be justifiably harmed). Accordingly, this paper rejects educational violence used to achieve educational ends. It holds that educational violence is unjustified if the condition that innocent persons are harmed is satisfied, that this condition is satisfied in current educational practice (compulsory schooling), and that, therefore, the current (...) education system (schooling) acts in an unjustifiable manner. If the means of educating cannot be justified, then that education system itself cannot be justified, since an end cannot be justifiably pursued if the means requisite to pursuing it are unjustifiable. I call this stance ‘educational pacifism’. (shrink)

Both intertemporal and intratemporal equity are central to the examination of policy towards climate change. However, many discussions of intertemporal issues have been marred by serious analytical errors, particularly in applying standard approaches to discounting; the errors arise, in part, from paying insufficient attention to the magnitude of potential damages, and in part from overlooking problems with market information. Some of the philosophical concepts and principles of Paper 1 are applied to the analytics and ethics of pure-time discounting and infinite-horizon (...) models, providing helpful insights into orderings of welfare streams and obligations towards future generations. Such principles give little support for the idea of discrimination by date of birth. Intratemporal issues are central to problematic and slow-moving international discussions and are the second focus of this paper. A way forward is to cast the policy issues and analyses in a way that keeps equity issues central and embeds them in the challenge of fostering the dynamic transition to the low-carbon economy in both developed and developing countries. This avoids the trap of seeing issues primarily in terms of burden-sharing and zero-sum games – that leads to inaction and the most inequitable outcome of all. (shrink)

To be committed to the truth of a proposition is to constrain one’s options in a certain way: one may not reason as if it is false, and one is obligated to reason as if it is true. Though one is often committed to the truth of the propositions that one believes, the states of belief and commitment are distinct. For historical reasons, however, they are rarely distinguished. Distinguishing between the two states allows for a defense of epistemic deontology against (...) the charge that beliefs are not under the voluntary control of believers, and so cannot be subject to deontic evaluation. It also allows for the resolution of some disputes between naturalists and non-naturalists in epistemology, and permits us to account for obvious facts about the connection between belief and truth in a theoretically parsimonious way. (shrink)

As artificial intelligence becomes ubiquitous, it will be increasingly involved in novel, morally significant situations. Thus, understanding what it means for a machine to be morally responsible is important for machine ethics. Any method for ascribing moral responsibility to AI must be intelligible and intuitive to the humans who interact with it. We argue that the appropriate approach is to determine how AIs might fare on a standard account of human moral responsibility: a Strawsonian account. We make no claim that (...) our Strawsonian approach is either the only one worthy of consideration or the obviously correct approach, but we think it is preferable to trying to marry fundamentally different ideas of moral responsibility into a single cohesive account. Under a Strawsonian framework, people are morally responsible when they are appropriately subject to a particular set of attitudes—reactive attitudes—and determine under what conditions it might be appropriate to subject machines to this same set of attitudes. Although the Strawsonian account traditionally applies to individual humans, it is plausible that entities that are not individual humans but possess these attitudes are candidates for moral responsibility under a Strawsonian framework. We conclude that weak AI is never morally responsible, while a strong AI with the right emotional capacities may be morally responsible. (shrink)

While rapid advances in artificial intelligence hiring tools promise to transform the workplace, these algorithms risk exacerbating existing biases against marginalized groups. In light of these ethical issues, AI vendors have sought to translate normative concepts such as fairness into measurable, mathematical criteria that can be optimized for. However, questions of disability and access often are omitted from these ongoing discussions about algorithmic bias. In this paper, I argue that the multiplicity of different kinds and intensities of people’s disabilities and (...) the fluid, contextual ways in which they manifest point to the limits of algorithmic fairness initiatives. In particular, existing de-biasing measures tend to flatten variance within and among disabled people and abstract away information in ways that reinforce pathologization. While fair machine learning methods can help mitigate certain disparities, I argue that fairness alone is insufficient to secure accessible, inclusive AI. I then outline a disability justice approach, which provides a framework for centering disabled people’s experiences and attending to the structures and norms that underpin algorithmic bias. (shrink)

A basic deep neural network (DNN) is trained to exhibit a large set of input–output dispositions. While being a good model of the way humans perform some tasks automatically, without deliberative reasoning, more is needed to approach human‐like artificial intelligence. Analysing recent additions brings to light a distinction between two fundamentally different styles of computation: content‐specific and non‐content‐specific computation (as first defined here). For example, deep episodic RL networks draw on both. So does human conceptual reasoning. Combining the two takes (...) advantage of the complementary costs and benefits of each. It also offers a better model of human cognitive competence. (shrink)

Economics takes an individualistic approach to human behaviour. This is reflected in the use of 'contingent valuation' surveys to conduct cost benefit analysis for economic policy evaluation. An individual's valuation of a policy is assumed to be unaffected by the burdens it places on others. We report a survey experiment to test this supposition in the context of climate change policy. Willingness to pay for climate change mitigation was higher when richer individuals were to bear higher costs than when, as (...) is usual, no explicit information was provided about cost distribution. This result is inconsistent with the usual interpretation of contingent valuation data. It also suggests that the data may be biased indicators of policy acceptance. Additional survey questions suggest that a collective mode of reasoning is common. (shrink)

Ruth Millikan has hypothesised that human cognition contains ‘consistency testers’. Consistency testers check whether different judgements a thinker makes about the same subject matter agree or conflict. Millikan’s suggestion is that, where the same concept has been applied to the world via two routes, and the two judgements that result are found to be inconsistent, that makes the thinker less inclined to apply those concepts in those ways in the future. If human cognition does indeed include such a capacity, its (...) operation will be an important determinant of how people use concepts. It will have a major impact on which concepts they deploy and which means of application (conceptions) they rely on. Since consistency testers are a selection mechanism at the heart of conceptual thinking, they would be crucial to understanding how concepts are selected – why some are retained and proliferate and others die out. Hence, whether consistency testers for concepts exist, and how they operate, is an important question for those seeking to understand the cultural evolution of concepts, and of the words we use to express them. (shrink)

According to recent orthodoxy, imagination is best characterised in terms of distinctive imaginative states. But this view is ill-suited to characterisation of the full range of imaginative activities—creation, fantasy, conceiving, and so on. It would be better to characterise imagination in terms of a distinctive imaginative process, with the various imaginative activities as more determinate implementations of the determinable process.

This introductory article is structured around the following themes: it begins with a brief overview of some important works that have paved the way for the present discussion. This is followed by a critique of the concept of “experience” and the philosophies based on it, that was first presented by feminist thinkers Joan Scott and Judith Butler in the 1980’s. The question this debate poses to the discussions in this book is whether focusing on experience is still a philosophically viable (...) option. After that, the views of Edmund Husserl – often described as “the father of phenomenology” – are presented on the particular themes of motherhood and pregnancy, as it is often overlooked that he had anything to say on the topic. Then follows a short outline of the structure of the experience of pregnancy, and also the modest suggestion that pregnancy should be seen not only as “split subjectivity” but also as a specific mode of phenomenological “in-between.” Thereafter the question is taken up whether pregnancy as a philosophical topic might also affect the methodological core of phenomenology. The article ends with a speculative outlook towards certain themes that have developed as a consequence of thinking pregnancy philosophically. (shrink)

Orthodoxy has it that mereological composition can never be a vague matter, for if it were, then existence would sometimes be a vague matter too, and that's impossible. I accept that vague composition implies vague existence, but deny that either is impossible. In this paper I develop degree-theoretic versions of quantified modal logic and of mereology, and combine them in a framework that allows us to make clear sense of vague composition and vague existence, and the relationships between them.

In this paper I argue that neuroscience has been harmed by the widespread adoption of seriously inadequate methodologies or philosophies of science - most notably inductivism and falsificationism. I argue that neuroscience, in seeking to understand the human brain and mind, needs to follow in the footsteps of evolution.

Why would God make us ask for some good He might supply, and why would it be right for God to withhold that good unless and until we asked for it? We explain why present defences of petitionary prayer are insufficient, but argue that a world in which God makes us ask for some goods and then supplies them in response to our petitions adds value to the world that would not be available in worlds in which God simply supplied (...) such goods without our asking for them. This added value, we argue, is what we call ‘partnership with God’. (shrink)