According to the dominant computational approach in cognitive science, cognitive agents are digital computers; according to the alternative approach, they are dynamical systems. This target article attempts to articulate and support the dynamical hypothesis. The dynamical hypothesis has two major components: the nature hypothesis (cognitive agents are dynamical systems) and the knowledge hypothesis (cognitive agents can be understood dynamically). A wide range of objections to this hypothesis can be rebutted. The conclusion is that cognitive systems may well be dynamical systems, (...) and only sustained empirical research in cognitive science will determine the extent to which that is true. (shrink)

The first comprehensive presentation of the dynamical approach to cognition. It contains a representative sampling of original, current research on topics such as perception, motor control, speech and language, decision making, and development.

A great deal of philosophy of mind in the modern era has been driven by an intense aversion to Cartesian dualism. In the 1950s, materialists claimed to have succeeded once and for all in exorcising the Cartesian ghost by identifying the mind with the brain. In subsequent decades, cognitive science put scientific meat on this metaphysical skeleton by explicating mental processes as digital computation implemented in the brain's hardware.

A defense of the Dynamical Hypothesis against the charge that one of its major supports, the argument from time, is rotten.

systematicity is. Until systematicity is adequately systematicity. Most contributors to these debates have clarified, we cannot know whether classical paid little or no attention to the alleged empirical.

Lachman claims that the Dynamical Hypothesis (DH) is “untenable.” His own position is a version of the “The DH is epistemological, not ontological,” objection to the target article, which is dealt with in section R2.3 of my original response (van Gelder 1998r). Additional objections are that the coverage of the hypothesis is “vast” and that the DH presupposes we have reached the end point of scientific theorizing. Indeed, the DH is very broad, but it does not presuppose that science (...) has ended; that's why we call it a “hypothesis.”. (shrink)

A Neurocomputational Perspective , it comes of age as philosophy of mind as well. This book demands to be read by connectionists who wish to understand the philosophical context and ramifications of their work, and by philosophers who wish to understand connectionism and the nature of mind more generally.

Digital computers play a special role in cognitive science—they may actually be instances of the phenomenon they are being used to model. This paper surveys some of the main issues involved in understanding the relationship between digital computers and cognition. It sketches the role of digital computers within orthodox computational cognitive science, in the light of a recently emerging alternative approach based around dynamical systems.

One of the classic papers of Australian feminist philosophy is G. Lloyd's "The Man of Reason" (Lloyd, 1979). The main concern of this paper is the alleged maleness of the Man of Reason, i.e., the thesis that our philosophical tradition in some deep way associates the concepts rational and male. Lloyd claims that her main goal is to bring this "undoubted" thesis "into clearer focus" (p.18), and indeed she makes no strenuous effort to demonstrate that the to-be-clarified thesis is actually (...) true. There are however a few places where she advances material she seems to be taking as some kind of evidence that the Man of Reason is male. One is on the second page, where she quotes from Augustine: And finally we see man, made in your image and likeness, ruling over all the irrational animals for the very reason that he was made in your image and resembles you, that is because he has the power of reason and understanding. And just as in man's soul there are two forces; on which is dominant because it deliberates and one which obeys because it is subject to such guidance, in the same way in the physical sense, woman has been made for man. In her mind and her rational intelligence she has a nature the equal of man's, but in sex she is physically subject to him in the same way as our natural impulses need to be subjected to the reasoning power of the mind, in order that the actions to which they lead may be inspired by the principles of good conduct. Now an interesting feature of this passage is that it appears to directly contradict the thesis of the maleness of the Man of Reason. Far from saying that rationality is a male prerogative, Augustine claims that "in her mind and her rational intelligence she has a nature the equal of man's" (my emphasis). Certainly Augustine claims that in sex woman is subject to man, and he also claims that there is an analogy or parallel between the dominance of man over woman in sex and the dominance of the rational part of the mind over the natural impulses.. (shrink)

b> Critical thinking is highly valued but difficult to teach effectively. The Reason! project at the University of Melbourne has developed the Reason!Able software as part of a general method aimed at enhancing critical thinking skills. Students using Reason!Able appear to make dramatic gains. This paper describes the challenge involved, the theoretical basis of the Reason! project, the Reason!Able software, and results of intensive evaluation of the Reason! approach.

People generally develop some degree of competence in general informal reasoning and argument skills, but how do they go beyond this to attain higher expertise? Ericsson has proposed that high-level expertise in a variety of domains is cultivated through a specific type of practice, referred to as ‘deliberate practice’. Applying this framework yields the empirical hypothesis that high-level expertise in informal reasoning is the outcome of extensive deliberate practice. This paper reports results from two studies evaluating the hypothesis. University student (...) participants completed 12 weeks of deliberate practice in informal reasoning. Quantity of practice was recorded by computer, and additionally assessed via self report. The hypothesis was supported: students in both studies showed a large improvement, and practice as measured by computer, was related to amount of improvement in informal reasoning. These findings support adopting a deliberate practice approach when attempting to teach or learn expertise in informal reasoning. (shrink)

Paper presented at Cognition, Evolution and Rationality: Cognitive Science for the 21st Century. Oporto, September 2002. To appear in a volume based on that conference edited by Antonio Jose Teiga Zilhao.

Department of Computer Science Philosophy Program, Research School of Social Sciences University of Skövde, S-54128, SWEDEN Australian National University, Canberra ACT 0200.

1. Consider the basic outlines of the mind-body debate as it is found in contemporary Anglo-American analytic philosophy. The central question is “whether mental phenomena are physical phenomena, and if not, how they relate to physical phenomena.”1 Over the centuries, a wide range of possible solutions to this problem have emerged. These are the various “isms” familiar to any student of the debate: Cartesian dualism, idealism, epiphenomenalism, central state materialism, non- reductive physicalism, anomalous monism, and so forth. Each purports to (...) specify, among other things, the metaphysical relationship between the mental and the physical. They do so by specifying whether, or in what way, mental entities are identical to, reducible to, realized by, supervenient upon, or in causal interaction with physical entities. Thus, a convenient way to survey the range of positions is to enter them in a table. Rows correspond to the major kinds of metaphysical relation which might obtain between mental and physical entities. Each columns corresponds to one of the generic positions available in the debate. The particular theories defended by individual philosophers are usually just specific versions of generic positions. Thus Malebranche’s occasionalism is a version of causal dualism, distinguished by a peculiar account of the way in which causal interaction between mental and physical is actually effected. The central philosophical challenge is to determine which of these positions correctly describes the mental/physical relationship. Positions are evaluated for internal consistency, their fit with “intuitions,” their compatibility with scientific developments, and so forth. The mind-body debate, in this simple form, is set out in any number of. (shrink)

When the various disciplines participating in cognitive science are listed, philosophy almost always gets a guernsey. Yet, a couple of years ago at the conference of the Cognitive Science Society in Boulder (USA), there was no philosophy or philosopher with any prominence on the program. When queried on this point, the organizer (one of the "superstars" of the field) claimed it was partly an accident, but partly also due to an impression among members of the committee that philosophy is basically (...) a waste of time. Philosophy, they thought, is mostly obscure bullshit that does little to help, and much to hinder, real progress in cognitive science. (shrink)

The goal of the Reason! project is to develop an effective and affordable method for improving informal reasoning. In this paper we sketch the background to the project, briefly describe the Reason! software, and report positive results from a detailed study of the first full-scale trial.

Paper presented at Cognition, Evolution and Rationality: Cognitive Science for the 21st Century. Oporto, September 2002. To appear in a volume based on that conference edited by Antonio Jose Teiga Zilhao.

“There is a familiar trio of reactions by scientists to a purportedly radical hypothesis: (a) “You must be our of your mind!”, (b) “What else is new? Everybody knows _that_!”, and, later—if the hypothesis is still standing—(c) “Hmm. You _might _be on to something!” ((Dennett, 1995) p. 283).

There are many conflicting views concerning the nature of distributed representation, its compatibility or otherwise with symbolic representation, and its importance in characterizing the nature of connectionist models and their relationship to more traditional symbolic approaches to understanding cognition. Many have simply assumed that distribution is merely an implementation issue, and that symbolic mechanisms can be designed to take advantage of the virtues of distribution if so desired. Others, meanwhile, see the use of distributed representation as marking a fundamental difference (...) between the two approaches. One reason for this diversity of opinion is the fact that the relevant notions - especially that of. (shrink)

been to define various notions of distribution in terms of represented by one and the same distributed pattern (Mur- structures of correspondence between the represented items dock 1979). For example, it is standard in feedforward and the representational resources (e.g., van Gelder 1992). connectionist networks for one and the same set of synap- This approach may be misguided; the essence of this alter- tic weights to represent many associations between input native category of representation might be some other prop- (...) and output. erty entirely. For example, Haugeland (1991) has suggested • Equipotentiality In some cases, an item is represented by. (shrink)

Cognitive science has always been dominated by the idea that cognition is _computational _in a rather strong and clear sense. Within the mainstream approach, cognitive agents are taken to be what are variously known as _physical symbol_ _systems, digital computers_, _syntactic engines_, or_ symbol manipulators_. Cognitive operations are taken to consist in the shuffling of symbol tokens according to strict rules (programs). Models of cognition are themselves digital computers, implemented on general purpose electronic machines. The basic mathematical framework for understanding (...) cognition is the theory of discrete computation, and the core theoretical tools for developing and understanding models of cognition are those of computer science. (shrink)

The nature of the dynamical hypothesis in cognitive science (the DH) is further clarified in responding to various criticisms and objections raised in commentaries. Major topics addressed include the definitions of “dynamical system” and “digital computer;” the DH as Law of Qualitative Structure; the DH as an ontological claim; the multiple-realizability of dynamical models; the level at which the DH is pitched; the nature of dynamics; the role of representations in dynamical cognitive science; the falsifiability of the DH; the extent (...) to which the DH is open; the role of temporal and implementation considerations; and the novelty or importance of the DH. The basic formulation and defense of the DH in the target article survives intact, though some refinements are recommended. (shrink)

A couple of years ago I set a mundane homework assignment for my class of about 50 mid-level Arts students. They were to take one of the course readings - a chapter from How the Mind Works by Steven Pinker - and return in a week with a one page essay, in which they had identified and evaluated the author's main argument.

Critical thinking (CT) is one of education's most valued graduated, guided, scaffolded, and there should be lots of outcomes, but it is also very difficult to achieve. A recent..

In 1988 Fodor and Pylyshyn issued a challenge to the newly-popular connectionism: explain the systematicity of cognition without merely implementing a so-called classical architecture. Since that time quite a number of connectionist models have been put forward, either by their designers or by others, as in some measure demonstrating that the challenge can be met (e.g., Pollack, 1988, 1990; Smolensky, 1990; Chalmers, 1990; Niklasson and Sharkey, 1992; Brousse, 1993). Unfortu- nately, it has generally been unclear whether these models actually do (...) have this implication (see, for instance, the extensive philosophical debate in Smolensky, 1988; Fodor and McLaughlin, 1990; van Gelder, 1990, 1991; McLaughlin, 1993a, 1993b; Clark, 1993). Indeed, we know of no major supporter of classical orthodoxy who has felt compelled, by connectionist models and argu- ments, to concede in print that connectionists have in fact delivered a non-classical explanation of systematicity. (shrink)

Argument mapping is a way of diagramming the logical structure of an argument to explicitly and concisely represent reasoning. The use of argument mapping in critical thinking instruction has increased dramatically in recent decades. This paper overviews the innovation and provides a procedural approach for new teaches wanting to use argument mapping in the classroom. A brief history of argument mapping is provided at the end of this paper.

Van Gelder's clear distinction between the quantitative nature of dynamical systems and the nonquantitative nature of computational processes provides a firm basis for distinguishing between processes that happen in time and processes that happen over time. Symbolic reasoning, the presumed basis of intelligent behavior in robots, happens over time. However, the movements and actions that robots must make to behave intelligently, happen in time. Attempting to connect the two, as classical artificial intelligence and robotics have presumed to be necessary, (...) has produced a tension and an arbitrarily moving interface in the construction of robots. Adopting a robotic version of the dynamical hypothesis offers sound theoretical and scientific justification for those robotics researchers who continue to insist that getting the interaction dynamics of intelligent behavior right is a purely dynamical matter, and never a symbolic computational one. (shrink)

Tim van Gelder, following Brandom, Collins and others, uses the so‐called wide content of capacities which support social, norm governed activities, such as language, to argue for their anti‐natural, abstract, but socially instituted nature and thence for the failure of the entire traditional mind‐body discussion as ill‐posed. We argue that his former conclusion is wrong, that such properties are naturalisable, complicated organisational properties of the complexly organised, non‐linearly interactive systems that human beings are. This analysis also provides principled support, (...) but on other grounds, for van Gelder’s latter conclusion. We outline a new naturalist approach to the organisational capacities of such systems that is intended to ground their biological, cognitive and social characters. (shrink)

Tim van Gelder, following Brandom, Collins and others, uses the so‐called wide content of capacities which support social, norm governed activities, such as language, to argue for their anti‐natural, abstract, but socially instituted nature and thence for the failure of the entire traditional mind‐body discussion as ill‐posed. We argue that his former conclusion is wrong, that such properties are naturalisable, complicated organisational properties of the complexly organised, non‐linearly interactive systems that human beings are. This analysis also provides principled support, (...) but on other grounds, for van Gelder’s latter conclusion. We outline a new naturalist approach to the organisational capacities of such systems that is intended to ground their biological, cognitive and social characters. (shrink)

Which systems/organisms are conscious? New tests for consciousness (‘C-tests’) are urgently needed. There is persisting uncertainty about when consciousness arises in human development, when it is lost due to neurological disorders and brain injury, and how it is distributed in nonhuman species. This need is amplified by recent and rapid developments in artificial intelligence (AI), neural organoids, and xenobot technology. Although a number of C-tests have been proposed in recent years, most are of limited use, and currently we have no (...) C-tests for many of the populations for which they are most critical. Here, we identify challenges facing any attempt to develop C-tests, propose a multidimensional classification of such tests, and identify strategies that might be used to validate them. (shrink)

Workplace AI is transforming labor but decisions on which AI applications are developed or implemented are made with little to no input from workers themselves. In this piece for AI & Society, I argue for nationalization as a strategy for democratizing AI.

This essay highlights a methodological weakness in Foucault’s genealogy of neoliberalism often mistaken for a biographical shift in his philosophy. Naissance de la biopolitique is sometimes interpreted as evidence for Foucault’s conversion to neoliberalism, whereas its lack of critical acuity stems rather from its methodological limitations. Through a discussion of the “neoliberal conversion”-thesis, I highlight those limitations. Though Foucault’s appreciative tone in his neoliberalism lectures is surprising, his aim is mainly to defamiliarize readers from the dominant mode of neoliberal rationality (...) so that they can affirm the creative potential to foster new conducts, new identities, and new rationalities. Foucault did not convert to neoliberalism, but sought to destabilise it by revealing its historical contingency. However, as Foucault’s surprisingly positive tone shows, this strategy is insufficient for combatting neoliberalism. There is an elective affinity between Foucault’s own politics of creative self-reinvention and neoliberalism’s promise of a non-invasive, post-disciplinary government by indirect economic incentives alone. Foucault’s libertine stance toward subjectivity hence seems easily integrated into a neoliberal conduct of conducts. I propose to supplement Foucault’s genealogical method as he deploys it in Naissance de la biopolitique with an immanent critique of neoliberalism from the perspective of the governed. Rather than investigating neoliberal rationality as a promising endeavour for the future, we can study the real-life implementations of neoliberalism and their effects on subjective conducts. Neoliberal rationality is involved in a permanent struggle to shape the conduct of conducts along entrepreneurial and competitive lines, but subjects are refractory living beings whose conducts are not so simply transformed. Neoliberalism has had to give up its post-disciplinary aspirations and turn to the power of discipline and abandonment to enforce neoliberal norms of conduct. Neoliberalism has transformed into a negative biopolitics that sacrifices the lives of unproductive subjects as collateral damage to the overall welfare of the population. Immanent critique thereby reveals how subjects are pushed beyond their limits until neoliberal norms of conduct become unbearable. This intolerability of neoliberalism cannot be directly deduced from the writings of Becker, Friedman, or Hayek.111 It becomes manifest in the confrontation between neoliberal rationality and the material living bodies of finite human beings unable to be stretched in the ways neoliberalism requires. (shrink)

What new implications does the dynamical hypothesis have for cognitive science? The short answer is: None. The _Behavior and Brain Sciences _target article, “The dynamical hypothesis in cognitive science” by Tim Van Gelder is basically an attack on traditional symbolic AI and differs very little from prior connectionist criticisms of it. For the past ten years, the connectionist community has been well aware of the necessity of using (and understanding) dynamically evolving, recurrent network models of cognition.

The present study extends the study of individuals' ethical ideology withinthe context of marketing ethics issues. A national sample of marketing professionals participated. Respondents' ethical ideologies were classified as absolutists, situationists, exceptionists, or subjectivists using the Ethical Position Questionnaire (Forsyth, 1980). Respondents then answered questions about three ethically ambiguous situations common to marketing and sales. The results indicated that marketers' ethical judgments about the situations differed based on their ethical ideology, with absolutists rating the actions as most unethical. The findings (...) are consistent with those of two earlier studies that utilized samples of business students (Barnett et al., 1994, 1995). The results suggest that personal moral philosophy is an important influence on ethical decision making that should be considered in empirical studies of business ethics. The results also support the utility of the Ethical Position Questionnaire (Forsyth, 1980) as a means for researchers and practitioners to assess individuals' ethical ideology. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Philosophers' Walks by Bruce BaughTim IngoldBaugh, Bruce. Philosophers' Walks. Routledge, 2022. 252pp.Yesterday evening, much to my satisfaction, I finished reading Bruce Baugh's Philosophers' Walks. The author ends by putting down his pen. It is time, he declares, "to put my boots on and walk out into the world" (236). For me, it was bedtime, but knowing that I was to write this review, I resolved to sleep on (...) it. On waking, I set out, as is my wont, for the short walk I take every morning before breakfast. The walk itself is nothing special: it takes in the streets of my neighborhood and a nearby park. Yet every day is different as the weather changes, trees come in and out of leaf, blooms flourish and wilt in front gardens, children on their way to school throng the streets in term-time only to vanish in vacations. Lately, a nineteenth-century fountain in the park has been lovingly restored, and every morning I am refreshed by its water-jets and tinkly sound. Most days I am writing in my head, on whatever I have on the go at the time. Walking briskly and on my own, I find that words that had tied me in knots the day before miraculously straighten themselves out with a rhythm and fluency matching my pace. I cannot, however, walk and write at the same time. It is physically impossible. So as the words come, I have to keep repeating them to myself, until I make it home. With no time to lose, I seize notebook, pencil, and spectacles to jot them down. Only when I have done so can I finally sit down to breakfast. And that's exactly what happened this morning. With my hastily scribbled notes, some good words, and the odd finished sentence, I am ready to write this review.I am not, of course, the first to have discovered the benefits of thinking-while-walking. Countless predecessors have done so before me, including some of the most celebrated figures of the past four centuries of European intellectual history. And so has Baugh. The idea behind his book is that if by walking, philosophers have arrived at many of their most cherished insights, then perhaps we could better take the measure of these insights not merely by reading their words but by retracing their steps, walking the same paths as they did. And this, precisely, is what [End Page 131] Baugh, often accompanied by his wife Diane Lindsay, set out to do. Each chapter, barring the introduction and conclusion, is devoted to one or sometimes two characters, and each blends reflection on their ideas and life-histories of walking with the author's recollection of attempting to follow in their footsteps, and of the experience and even self-knowledge gained from doing so. Some walks are in verdant countryside, or more spectacular Alpine scenery, others are in big cities like London and Paris. Baugh does not pretend that the walks of his chosen characters can be replicated exactly when so much has changed, in both rural areas and the urban fabric, since their heydays. Nor can we ever know exactly what was going through their heads at the time. It is nevertheless surprising how many echoes you can pick up from the past, so long as you keep your ears to the ground, and Baugh is an astute listener. For us, his readers, the book is an invitation to join in his travels, albeit at a distance, and by doing so, to enrich our understanding not only of his characters and of how they thought, but of ourselves as well.Though the book is called Philosophers' Walks, Baugh has cast his net wide to include characters for whom the epithet "poet," "artist," or "writer" might sooner come to mind than "philosopher." No matter: all such labels are a touch arbitrary, and it's the thought that counts. So here they are, in chronological order (not the order in which they appear in the book): Pierre Grassendi, Jean-Jacques Rousseau, Samuel Taylor Coleridge, Søren Kierkegaard, Friedrich Nietzsche, Virginia Woolf, André Breton, Jean-Paul Sartre, Simone de... (shrink)