Newell proposed that cognitive theories be developed in an effort to satisfy multiple criteria and to avoid theoretical myopia. He provided two overlapping lists of 13 criteria that the human cognitive architecture would have to satisfy in order to be functional. We have distilled these into 12 criteria: flexible behavior, real-time performance, adaptive behavior, vast knowledge base, dynamic behavior, knowledge integration, natural language, learning, development, evolution, and brain realization. There would be greater theoretical progress if we evaluated theories by a (...) broad set of criteria such as these and attended to the weaknesses such evaluations revealed. To illustrate how theories can be evaluated we apply these criteria to both classical connectionism and the ACT-R theory. The strengths of classical connectionism on this test derive from its intense effort in addressing empirical phenomena in such domains as language and cognitive development. Its weaknesses derive from its failure to acknowledge a symbolic level to thought. In contrast, ACT-R includes both symbolic and subsymbolic components. The strengths of the ACT-R theory derive from its tight integration of the symbolic component with the subsymbolic component. Its weaknesses largely derive from its failure, as yet, to adequately engage in intensive analyses of issues related to certain criteria on Newell's list. Key Words: cognitive architecture; connectionism; hybrid systems; language; learning; symbolic systems. (shrink)

We present a theoretical account of implicit and explicit learning in terms of ACT-R, an integrated architecture of human cognition as a computational supplement to Dienes & Perner's conceptual analysis of knowledge. Explicit learning is explained in ACT-R by the acquisition of new symbolic knowledge, whereas implicit learning amounts to statistically adjusting subsymbolic quantities associated with that knowledge. We discuss the common foundation of a set of models that are able to explain data gathered in several signature paradigms of implicit (...) learning. (shrink)

In this paper we identify and characterize an analysis of two problematic aspects affecting the representational level of cognitive architectures (CAs), namely: the limited size and the homogeneous typology of the encoded and processed knowledge. We argue that such aspects may constitute not only a technological problem that, in our opinion, should be addressed in order to build arti cial agents able to exhibit intelligent behaviours in general scenarios, but also an epistemological one, since they limit the plausibility of the (...) comparison of the CAs' knowledge representation and processing mechanisms with those executed by humans in their everyday activities. In the fi nal part of the paper further directions of research will be explored, trying to address current limitations and future challenges. (shrink)

We present an account of processing capacity in the ACT-R theory. At the symbolic level, the number of chunks in the current goal provides a measure of relational complexity. At the subsymbolic level, limits on spreading activation, measured by the attentional parameter W, provide a theory of processing capacity, which has been applied to performance, learning, and individual differences data.

The commentaries on our article encourage us to believe that researchers are beginning to take seriously the goal of achieving the broad adequacy that Newell aspired to. The commentators offer useful elaborations to the criteria we suggested for the Newell Test. We agree with many of the commentators that classical connectionism is too restrictive to achieve this broad adequacy, and that other connectionist approaches are not so limited and can deal with the symbolic components of thought. All these approaches, including (...) ACT-R, need to accept the idea that progress in science is a matter of better approximating these goals, and it is premature to be making judgments of true or false. (shrink)

Recent years have seen a gradual convergence of seemingly distant research fields over a single goal: understanding and replicating biological intelligence in artifacts. This work presents a general overview on the origin, the state-of-the-art, scientific challenges and the future of Biologically Inspired Cognitive Architecture (BICA) research. Our perspective decomposes the field into the four principal semantic components associated with the BICA challenge that together call for an integration of efforts of researchers across disciplines. Areas and directions of study where new (...) integrated efforts will be primarily needed are summarized. (shrink)

Quantum probability (QP) theory provides an alternative account of empirical phenomena in decision making that classical probability (CP) theory cannot explain. Cognitive architectures combine probabilistic mechanisms with symbolic knowledge-based representations (e.g., heuristics) to address effects that motivate QP. They provide simple and natural explanations of these phenomena based on general cognitive processes such as memory retrieval, similarity-based partial matching, and associative learning.

This paper presents a learning theory pertinent to dynamic decision making (DDM) called instancebased learning theory (IBLT). IBLT proposes five learning mechanisms in the context of a decision‐making process: instance‐based knowledge, recognition‐based retrieval, adaptive strategies, necessity‐based choice, and feedback updates. IBLT suggests in DDM people learn with the accumulation and refinement of instances, containing the decision‐making situation, action, and utility of decisions. As decision makers interact with a dynamic task, they recognize a situation according to its similarity to past instances, (...) adapt their judgment strategies from heuristic‐based to instance‐based, and refine the accumulated knowledge according to feedback on the result of their actions. The IBLT's learning mechanisms have been implemented in an ACT‐R cognitive model. Through a series of experiments, this paper shows how the IBLT's learning mechanisms closely approximate the relative trend magnitude and performance of human data. Although the cognitive model is bounded within the context of a dynamic task, the IBLT is a general theory of decision making applicable to other dynamic environments. (shrink)

The purpose of cognitive models is to make predictive simulations of human behaviour, but this is often done at the aggregate level. Cranford, Gonzalez, Aggarwal, Cooney, Tambe, and Lebiere show that they can automatically customize a model to a particular individual on‐the‐fly, and use it to make specific predictions about their next actions, in the context of a particular cybersecurity game.

We argue that cognitive models can provide a common ground between human users and deep reinforcement learning (Deep RL) algorithms for purposes of explainable artificial intelligence (AI). Casting both the human and learner as cognitive models provides common mechanisms to compare and understand their underlying decision-making processes. This common grounding allows us to identify divergences and explain the learner's behavior in human understandable terms. We present novel salience techniques that highlight the most relevant features in each model's decision-making, as well (...) as examples of this technique in common training environments such as Starcraft II and an OpenAI gridworld. (shrink)

In his famous 1982 paper, Allen Newell [22, 23] introduced the notion of knowledge level to indicate a level of analysis, and prediction, of the rational behavior of a cognitive arti cial agent. This analysis concerns the investigation about the availability of the agent knowledge, in order to pursue its own goals, and is based on the so-called Rationality Principle (an assumption according to which "an agent will use the knowledge it has of its environment to achieve its goals" [22, (...) p. 17]. By using the Newell's own words: "To treat a system at the knowledge level is to treat it as having some knowledge, some goals, and believing it will do whatever is within its power to attain its goals, in so far as its knowledge indicates" [22, p. 13]. In the last decades, the importance of the knowledge level has been historically and system- atically downsized by the research area in cognitive architectures (CAs), whose interests have been mainly focused on the analysis and the development of mechanisms and the processes governing human and (arti cial) cognition. The knowledge level in CAs, however, represents a crucial level of analysis for the development of such arti cial general systems and therefore deserves greater research attention [17]. In the following, we will discuss areas of broad agree- ment and outline the main problematic aspects that should be faced within a Common Model of Cognition [12]. Such aspects, departing from an analysis at the knowledge level, also clearly impact both lower (e.g. representational) and higher (e.g. social) levels. (shrink)

Human relations are driven by social events—people interact, exchange information, share knowledge and emotions, and gather news from mass media. These events leave traces in human memory, the strength of which depends on cognitive factors such as emotions or attention span. Each trace continuously weakens over time unless another related event activity strengthens it. Here, we introduce a novel cognition-driven social network model that accounts for cognitive aspects of social perception. The model explicitly represents each social interaction as a trace (...) in human memory with its corresponding dynamics. The strength of the trace is the only measure of the influence that the interactions had on a person. For validation, we apply our model to NetSense data on social interactions among university students. The results show that CogSNet significantly improves the quality of modeling of human interactions in social networks. (shrink)

This work is an initial step toward developing a cognitive theory of cyber deception. While widely studied, the psychology of deception has largely focused on physical cues of deception. Given that present‐day communication among humans is largely electronic, we focus on the cyber domain where physical cues are unavailable and for which there is less psychological research. To improve cyber defense, researchers have used signaling theory to extended algorithms developed for the optimal allocation of limited defense resources by using deceptive (...) signals to trick the human mind. However, the algorithms are designed to protect against adversaries that make perfectly rational decisions. In behavioral experiments using an abstract cybersecurity game (i.e., Insider Attack Game), we examined human decision‐making when paired against the defense algorithm. We developed an instance‐based learning (IBL) model of an attacker using the Adaptive Control of Thought‐Rational (ACT‐R) cognitive architecture to investigate how humans make decisions under deception in cyber‐attack scenarios. Our results show that the defense algorithm is more effective at reducing the probability of attack and protecting assets when using deceptive signaling, compared to no signaling, but is less effective than predicted against a perfectly rational adversary. Also, the IBL model replicates human attack decisions accurately. The IBL model shows how human decisions arise from experience, and how memory retrieval dynamics can give rise to cognitive biases, such as confirmation bias. The implications of these findings are discussed in the perspective of informing theories of deception and designing more effective signaling schemes that consider human bounded rationality. (shrink)

Kants Musikästhetik wird weithin unterschätzt. Dabei bietet sie die entscheidenden Ansätze zur Befreiung der Musik aus den Fängen der Nachahmungsästhetik, wie sie vor allem E.T.A.Hoffman kongenial umgesetzt hat.

Les disciplines historiques, littéraires et philosophiques font un emploi abondant des catégories historiographiques. Parmi celles-ci, les termes en ismes sont très fréquents pour référer à une doctrine, un courant artistique, une idéologie ou des événements spécifiques. On fait cependant remarquer que ces désignations posent de nombreux problèmes d’interprétation. En particulier, que l’origine exacte d’une catégorie est souvent méconnue et que sa signification est plus équivoque qu’on ne le croit habituellement. La formation d’un terme en isme s’explique souvent dans un contexte (...) polémique et sert à condamner ou critiquer plutôt qu’à comprendre une pensée, un mouvement ou des faits historiques. Les catégories d’athéisme, de classicisme ou de féminisme en sont de bons exemples. Le présent volume vise à contribuer à l’étude critique des catégories historiographiques et des notions en isme en s’attardant à l’époque moderne (XVI e XVIII e siècles). Il s’agit d’un moment clef de l’histoire européenne pendant laquelle nombre de ces notions apparaissent ou pour laquelle l’historiographie en a fait un emploi abondant. Les chapitres en examinent la valeur théorique par rapport à une origine ou des usages, et déterminent de quelles manières elles contribuent à l’interprétation de l’histoire, de la littérature ou de la philosophie, de la Renaissance jusqu’à la Révolution française. (shrink)

What kind of animals are human beings? And how do our visions of the human shape our theories of social action and institutions? In Moral, Believing Animals>, Christian Smith advances a creative theory of human persons and culture that offers innovative, challenging answers to these and other fundamental questions in sociological, cultural, and religious theory. Smith suggests that human beings have a peculiar set of capacities and proclivities that distinguishes them significantly from other animals on this planet. Despite the (...) vast differences in humanity between cultures and across history, no matter how differently people narrate their lives and histories, there remains an underlying structure of human personhood that helps to order human culture, history, and narration. Drawing on important recent insights in moral philosophy, epistemology, and narrative studies, Smith argues that humans are animals who have an inescapable moral and spiritual dimension. They cannot avoid a fundamental moral orientation in life and this, says Smith, has profound consequences for how sociology must study human beings. (shrink)

Suppose you perform two actions. The first imposes a risk of harm that, on its own, would be excessive; but the second reduces the risk of harm by a corresponding amount. By pairing the two actions together to form a set of actions that is risk-neutral, can you thereby make your overall course of conduct permissible? This question is theoretically interesting, because the answer is apparently: sometimes Yes, sometimes No. It is also practically important, because it bears on the moral (...) status of practices such as offsetting personal greenhouse gas (GHG) emissions. In this article we propose a criterion for distinguishing between cases where pairing risk-increasing and risk-reducing actions makes each action permissible, and those where it does not: the Principle of Aggregate Risk-Imposition. We work towards this by considering a range of examples that illustrate various illegitimate ways of pairing risk-increasing actions with risk-reducing ones, and asking what goes wrong in each case. We then use this criterion to evaluate GHG offsetting. Is offsetting a legitimate way of removing the risk-imposition associated with GHG emissions, or not? Controversially, we argue that this turns out to depend on the form that the offsetting takes. (shrink)

Contrary to a widespread belief, this book establishes that ontological and epistemological reductionism stand or fall together.

Spacetime as we know and love it is lost in most approaches to quantum gravity. For many of these approaches, as inchoate and incomplete as they may be, one of the main challenges is to relate what they take to be the fundamental non-spatiotemporal structure of the world back to the classical spacetime of GR. The present essay investigates how spacetime is lost and how it may be regained in one major approach to quantum gravity, loop quantum gravity.

Some moral theorists argue that innocent beneficiaries of wrongdoing may have special remedial duties to address the hardships suffered by the victims of the wrongdoing. These arguments generally aim to simply motivate the idea that being a beneficiary can provide an independent ground for charging agents with remedial duties to the victims of wrongdoing. Consequently, they have neglected contexts in which it is implausible to charge beneficiaries with remedial duties to the victims of wrongdoing, thereby failing to explore the limits (...) of the benefiting relation in detail. Our aim in this article is to identify a criterion to distinguish contexts in which innocent beneficiaries plausibly bear remedial duties to the victims of wrongdoing from those in which they do not. We argue that innocent beneficiaries incur special duties to the victims of wrongdoing if and only if receiving and retaining the benefits sustains wrongful harm. We develop this criterion by identifying and explicating two general modes of sustaining wrongful harm. We also show that our criterion offers a general explanation for why some innocent beneficiaries incur a special duty to the victims of wrongdoing while others do not. By sustaining wrongful harm, beneficiaries-with-duties contribute to wrongful harm, and we ordinarily have relatively stringent moral requirements against contributing to wrongful harm. On our account, innocently benefiting from wrongdoing _per se_ does not generate duties to the victims of wrongdoing. Rather, beneficiaries acquire such duties because their receipt and retention of the benefits of wrongdoing contribute to the persistence of the wrongful harm suffered by the victim. We conclude by showing that our proposed criterion also illuminates why there can be reasonable disagreement about whether beneficiaries have a duty to victims in some social contexts. (shrink)

Christian Georg Martin offers an argumentative reconstruction of the whole work, reading it as a critical ontology, namely as the attempt to abstract from all presuppositions and to immanently unfold conceptual determinations characterizing ...

This book examines the epistemic function of perception and the relation between language and conceptual thought, and provides new ways of conceptualizing the Buddhist defense of the reflexivity thesis of consciousness: namely, that each cognitive event is to be understood as involving a pre-reflective implicit awareness of its own occurrence.

Some moral theorists argue that being an innocent beneficiary of significant harms inflicted by others may be sufficient to ground special duties to address the hardships suffered by the victims, at least when it is impossible to extract compensation from those who perpetrated the harm. This idea has been applied to climate change in the form of the beneficiary-pays principle. Other philosophers, however, are quite sceptical about beneficiary pays. Our aim in this article is to examine their critiques. We conclude (...) that, while they have made important points, the principle remains worthy of further development and exploration. Our purpose in engaging with these critiques is constructive — we aim to formulate beneficiary pays in ways that would give it a plausible role in allocating the cost of addressing human-induced climate change, while acknowledging that some understandings of the principle would make it unsuitable for this purpose. (shrink)

Abstract:Organizational justice is a behavioral science concept that refers to the perception of fairness of the past treatment of the employees within an organization held by the employees of that organization. These subjective perceptions of fairness have been empirically shown to be related to 1) attitudinal changes in job satisfaction, organizational commitment and managerial trust beliefs; 2) behavioral changes in task performance activities and ancillary extra-task efforts to assist group members and improve group methods; 3) numerical changes in the quantity, (...) quality and efficiency of divisional outputs; and—though this is far more tentative—4) eventual changes in the competitive advantage and financial performance of the full organization. The authors propose that these constructs can be applied to all stakeholders, rather than just to the current employees of the firm, and that objective determinations of fairness by the managers can be related to subjective perceptions of fairness by the stakeholders that will result in the sequential series of attitudinal, behavioral and numerical changes that will lead to performance improvements. In short, the authors propose a normative stakeholder theory of the firm, based upon ethical principles, that will have testable descriptive hypotheses derived from the behavioral constructs. (shrink)

The first impacts of climate change have become evident and are expected to increase dramatically over the next decades. Thus, it becomes more and more pressing to decide who has to compensate those people who suffer from negative impacts of climate change but have neither contributed to the problem nor possess the resources to cope with the consequences. Since the frequently invoked Polluter Pays Principle cannot account for all climate-related harm, I will take a closer look at the much more (...) controversial Beneficiary Pays Principle. It is argued that, appropriately qualified, the Beneficiary Pays Principle can help to identify additional duty-bearers. Based on these results, I briefly comment on three different policy options to generate funds for compensation. (shrink)

This book explores Nietzsche's philosophical naturalism in its historical context, showing that his position is best understood against the background of encounters between neo-Kantianism and the life sciences in the nineteenth century. Analyzing most of Nietzsche's writings from the late 1860s onwards, Christian J. Emden reconstructs Nietzsche's naturalism and argues for a new understanding of his account of nature and normativity. Emden proposes historical reasons why Nietzsche came to adopt the position he did; his genealogy of values and his (...) account of a will to power are as much influenced by Kantian thought as they are by nineteenth-century debates on teleology, biological functions, and theories of evolution. This rich and wide-ranging study will be of interest to scholars and students of Nietzsche, the history of modern philosophy, intellectual history, and history of science. (shrink)

Some moral theorists argue that being an innocent beneficiary of significant harms inflicted by others may be sufficient to ground special duties to address the hardships suffered by the victims, at least when it is impossible to extract compensation from those who perpetrated the harm. This idea has been applied to climate change in the form of the beneficiary-pays principle. Other philosophers, however, are quite sceptical about beneficiary pays. Our aim in this article is to examine their critiques. We conclude (...) that, while they have made important points, the principle remains worthy of further development and exploration. Our purpose in engaging with these critiques is constructive — we aim to formulate beneficiary pays in ways that would give it a plausible role in allocating the cost of addressing human-induced climate change, while acknowledging that some understandings of the principle would make it unsuitable for this purpose. (shrink)

Rev. version of the author's Habilitationsschrift, Martin-Luther-Universitèat.

When are we responsible for addressing the acute deprivations of others beyond state borders? One widely held view is that we are responsible for addressing or preventing acute deprivations insofar as we have contributed to them or are contributing to bringing them about. But how should agents who endorse this “contribution principle” of allocating responsibility yet are uncertain whether or how much they have contributed to some problem conceive of their responsibilities with respect to it? Legal systems adopt formal norms (...) that set the burden of proof, the standard of proof, and the constraints on admissible evidence, which help courts to apply liability rules in cases where there are significant evidential uncertainties. Applying principles for determining ethical responsibilities, too, require such norms. Their content, however, should be much different from that found in criminal and even civil legal settings, where the moral costs of falsely holding those responsible for bringing about some harm are more worrisome. Instead of demanding that an agent be shown to have contributed to some deprivation “beyond a reasonable doubt,” we should express a willingness to err in favor of the acutely deprived subjects, demanding that even those agents who merely suspect that they may have substantially contributed to these deprivations undertake efforts to address them. (shrink)

Although actions of individuals do contribute to climate change, the question whether or not they, too, are morally obligated to reduce the GHG emissions in their responsibility has not yet been addressed sufficiently. First, I discuss prominent objections to such a duty. I argue that whether individuals ought to reduce their emissions depends on whether or not they exceed their fair share of emission rights. In a next step I discuss several proposals for establishing fair shares and also take practical (...) considerations into account. I conclude that individuals should not always be obliged to reduce their emissions to what is their fair share for they may depend on carbon-intensive structures. Instead, they have a Kantian imperfect duty to reduce their emissions ‘as far as can reasonably be demanded of them’. In addition, they should press governments to introduce proper regulation. At the end, I further specify both duties. (shrink)

In the climate ethics debate, scholars largely agree that individuals should promote institutions that ensure the reduction of greenhouse gas emissions. This paper aims to establish that there are individual duties beyond compliance with and promotion of institutions. Duties of individuals to reduce their emissions are often objected to by arguing that an individual’s emissions do not make a morally relevant difference. We challenge this argument from inconsequentialism in two ways. We first show why the argument also seems to undermine (...) the case for duties to promote institutions that the arguments’ proponents endorse. Second, we argue that individuals ought to cut emissions if they exceed their fair share of emissions entitlements and, by emitting, contribute to climate-related harm. In response to inconsequentialism, we specify the notion of ‘contribution’ via the so-called NESS theory, according to which an act is causally relevant for and contributes to an outcome if it is a Necessary Element of a Set of conditions that is Sufficient for the outcome. After refuting two objections to our approach, we conclude by discussing how to deal with possible conflicts between duties to promote institutions and to reduce one’s emissions. (shrink)

If I am aware that p, say, that it is raining, is it the case that I must be aware that I am aware that p? Does introspective or object-awareness entail the apprehension of mental states as being of some kind or another: self-monitoring or intentional? That is, are cognitive events implicitly self-aware or is “self-awareness” just another term for metacognition? Not surprisingly, intuitions on the matter vary widely. This paper proposes a novel solution to this classical debate by reframing (...) the problem of self-knowledge in terms of the relation between phenomenal concepts and phenomenal knowledge. Concepts of consciousness such as “introspective awareness” and “reflexive self-awareness” are grounded in phenomenal experiences rather than physical events and processes. As such they yield a different kind of self-knowledge than what can be gained by applying externalist conceptual schemas to understanding the mind. I argue that Dharmakīrti’s theory of content can be seen as endorsing the efficacy of phenomenal experience as a vehicle for self-knowledge. (shrink)

Many assert that affluent countries have contributed in the past to poverty in developing countries through wars of aggression and conquest, colonialism and its legacies, the imposition of puppet leaders, and support for brutal dictators and venal elites. Thomas Pogge has recently argued that there is an additional and, arguably, even more consequential way in which the affluent continue to contribute to poverty in the developing world. He argues that when people cooperate in instituting and upholding institutional arrangements that foreseeably (...) result in more severe or more widespread poverty or human rights deficits than would foreseeably result under feasible alternative arrangements, they are contributors to these harms. Because of this, he argues, they have stringent, contribution-based (or negative) duties to address this poverty. We will call this the ‘Feasible Alternatives Thesis' (FAT), and our aim in this article is to examine it critically. (shrink)

In this book, Christian Barry and Sanjay G. Reddy propose ways in which the international trading system can support poor countries in promoting the well-being of their peoples.

Les descriptions de la fin des temps et de l'Apocalypse dans le Coran n'ont pas seulement nourri un messianisme temporel, annonçant les événements qui départagent les amis et les ennemis de Dieu. Le philosophe Christian Jambet présente ici une oeuvre du penseur shiite Mullâ Sadrâ qui, au XVIIe siècle," neutralise les conflits de la fin des temps en leur donnant un sens permanent et spirituel, qui en apaise l'urgence, en défait les prestiges temporels au profit du combat spirituel." L'essai (...) qui précède la traduction de L'Epître du rassemblement dévoile ainsi une éthique de la résurrection. Il éclaire également les influences néoplatonicienne et soufie qui parcourent cette oeuvre, dont Christian Jambet restitue ici toute la puissance. (shrink)

In this paper we explore what sacrifices you are morally required to make to save a child who is about to die in front of you. It has been argued that you would have very demanding duties to save such a child (or any adult who is in similar circumstance through no fault of their own, for that matter), and some examples have been presented to make this claim seem intuitively correct. Against this, we argue that you do not in (...) general have a moral requirement to bear more than moderate cost to save even a child who is just in front of you. Moreover, we explain why you have a much more demanding moral requirement in certain cases by appealing to the notions of undue risk and cost sharing. (shrink)