Successfully explaining and replicating the complexity and generality of human and animal learning will require the integration of a variety of learning mechanisms. Here, we introduce a computational model which integrates associative learning (AL) and reinforcement learning (RL). We contrast the integrated model with standalone AL and RL models in three simulation studies. First, a synthetic grid‐navigation task is employed to highlight performance advantages for the integrated model in an environment where the reward structure is both diverse and dynamic. The (...) second and third simulations contrast the performances of the three models in behavioral experiments, demonstrating advantages for the integrated model in accounting for behavioral data. (shrink)

Reinforcement learning (RL) models of decision-making cannot account for human decisions in the absence of prior reward or punishment. We propose a mechanism for choosing among available options based on goal-option association strengths, where association strengths between objects represent previously experienced object proximity. The proposed mechanism, Goal-Proximity Decision-making (GPD), is implemented within the ACT-R cognitive framework. GPD is found to be more efficient than RL in three maze-navigation simulations. GPD advantages over RL seem to grow as task difficulty is increased. (...) An experiment is presented where participants are asked to make choices in the absence of prior reward. GPD captures human performance in this experiment better than RL. (shrink)

The last two decades have produced unprecedented successes in the fields of artificial intelligence and machine learning (ML), due almost entirely to advances in deep neural networks (DNNs). Deep hierarchical memory networks are not a novel concept in cognitive science and can be traced back more than a half century to Simon's early work on discrimination nets for simulating human expertise. The major difference between DNNs and the deep memory nets meant for explaining human cognition is that the latter are (...) symbolic networks meant to model the dynamics of human memory and learning. Cognition-inspired symbolic deep networks (SDNs) address several known issues with DNNs, including (1) learning efficiency, where a much larger number of training examples are required for DNNs than would be expected for a human; (2) catastrophic interference, where what is learned by a DNN gets unlearned when a new problem is presented; and (3) explainability, where there is no way to explain what is learned by a DNN. This paper explores whether SDNs can achieve similar classification accuracy performance to DNNs across several popular ML datasets and discusses the strengths and weaknesses of each approach. Simulations reveal that (1) SDNs provide similar accuracy to DNNs in most cases, (2) SDNs are far more efficient than DNNs, (3) SDNs are as robust as DNNs to irrelevant/noisy attributes in the data, and (4) SDNs are far more robust to catastrophic interference than DNNs. We conclude that SDNs offer a promising path toward human-level accuracy and efficiency in category learning. More generally, ML frameworks could stand to benefit from cognitively inspired approaches, borrowing more features and functionality from models meant to simulate and explain human learning. (shrink)

Deep Neural Networks (DNNs) are popular for classifying large noisy analogue data. However, DNNs suffer from several known issues, including explainability, efficiency, catastrophic interference, and a need for high‐end computational resources. Our simulations reveal that psychologically‐inspired symbolic deep networks (SDNs) achieve similar accuracy and robustness to noise as DNNs on common ML problem sets, while addressing these issues.

Cognitive science has much to contribute to the general scientific body of knowledge, but it is also a field rife with possibilities for providing background research that can be leveraged by artificial intelligence (AI) developers. In this introduction, we briefly explore the history of AI. We particularly focus on the relationship between AI and cognitive science and introduce this special issue that promotes the method of inspiring AI development with the results of cognitive science research.

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)

Visual working memory is a construct hypothesized to store a small amount of accurate perceptual information that can be brought to bear on a task. Much research concerns the construct's capacity and the precision of the information stored. Two prominent theories of VWM representation have emerged: slot-based and continuous-resource mechanisms. Prior modeling work suggests that a continuous resource that varies over trials with variable capacity and a potential to make localization errors best accounts for the empirical data. Questions remain regarding (...) the variability in VWM capacity and precision. Using a novel eye-tracking paradigm, we demonstrate that VWM facilitates search and exhibits effects of fixation frequency and recency, particularly for prior targets. Whereas slot-based memory models cannot account for the human data, a novel continuous-resource model does capture the behavioral and eye tracking data, and identifies the relevant resource as item activation. (shrink)

Традиционный философский вопрос о том, затрагивает ли знание реальность или же является лишь конструкцией сознания, получает оригинальный ответ в концепции современного эпистемологического конструктивизма. Этот «конструктивистский реализм» принимает особенно интересную форму в теории восприятия Гибсона, для которого восприятие не является ни построенным, ни просто данным. Скорее оно выступает как результат взаимодействия: познающий субъект вычленяет в реальности то, что соответствует его действиям. Важную роль при этом играет изучение социальной и культурной обусловленности когнитивной деятельности. À la question philosophique traditionnelle de savoir si la (...) connaissance porte sur le réel ou est une simple construction de l’esprit, le constructivisme épistémologique actuel essaye de donner une réponse originale. Ce « réalisme constructiviste » prend une forme particulièrement intéressante dans la théorie de la perception de Gibson, pour qui celle-ci n’est ni construite, ni donnée mais résulte d’une interaction, le sujet connaissant « découpant » dans la réalité ce qui correspond à ses activités. L’étude du conditionnement social et culturel des activités cognitives entre aussi dans ce cadre. To the traditional philosophical question as to know whether knowledge focuses on reality or is merely a mental construct, present day epistemological constructivism tries to give an original answer. This “constructivist realism” is especially interesting in Gibson’s theory of perception, according to which it is neither built nor given but results from an interaction, the knowing subject “cutting” within reality ail that corresponds to its activities. The study of social and cultural conditioning of cognitive activities can also be integrated in this framework. (shrink)

Cet article s'efforce d'analyser la spécificité de l'évolution de la philosophie en Russie au cours du vingtième siècle et jusqu'à présent. Il met en évidence trois courants principaux qui, à partir du début du 20e siècle et pour de nombreuses décennies ultérieures, ont déterminé le paysage philosophique de la Russie : la philosophie religieuse russe du siècle d'argent, le cosmisme russe et le marxisme russe. On montre comment, dans le cadre de la philosophie russe, aussi bien avant qu'après 1917, des (...) tentatives originales ont tenté d'interpréter la rationalité de façon non classique et la manière don't elles ont influencé la logique contemporaine ainsi que d'autres sciences humaines : la psychologie, la linguistique, la théorie littéraire. L'article examine l'étouffement de la pensée philosophique à l'époque du stalinisme et la renaissance, dans la seconde moitié du siècle, de toute une série d'orientations philosophiques (la théorie de la connaissance, la logique, la philosophie et la méthodologie de la science, la philosophie de la psychologie, l'anthropologie philosophique, l'histoire de la philosophie). Des arguments sont présentés pour étayer la thèse d'un élargissement significatif de la problématique et de l'apparition de nombreuses directions philosophiques qui se développent de façon concomitante dans la philosophie russe contemporaine (postérieure à 1991). En conclusion, les auteurs évoquent l'organisation institutionnelle de la vie philosophique dans le pays. (shrink)

Cet article s'efforce d'analyser la spécificité de l'évolution de la philosophie en Russie au cours du vingtième siècle et jusqu'à présent. Il met en évidence trois courants principaux qui, à partir du début du 20e siècle et pour de nombreuses décennies ultérieures, ont déterminé le paysage philosophique de la Russie : la philosophie religieuse russe du siècle d'argent, le cosmisme russe et le marxisme russe. On montre comment, dans le cadre de la philosophie russe, aussi bien avant qu'après 1917, des (...) tentatives originales ont tenté d'interpréter la rationalité de façon non classique et la manière don't elles ont influencé la logique contemporaine ainsi que d'autres sciences humaines : la psychologie, la linguistique, la théorie littéraire. L'article examine l'étouffement de la pensée philosophique à l'époque du stalinisme et la renaissance, dans la seconde moitié du siècle, de toute une série d'orientations philosophiques (la théorie de la connaissance, la logique, la philosophie et la méthodologie de la science, la philosophie de la psychologie, l'anthropologie philosophique, l'histoire de la philosophie). Des arguments sont présentés pour étayer la thèse d'un élargissement significatif de la problématique et de l'apparition de nombreuses directions philosophiques qui se développent de façon concomitante dans la philosophie russe contemporaine (postérieure à 1991). En conclusion, les auteurs évoquent l'organisation institutionnelle de la vie philosophique dans le pays. (shrink)

The framework of a simple opposition realism – anti-realism is not enough to analyze the views on the reality of unobservable objects of quantum theory. First, it is necessary to distinguish between realism in relation to the theory and realism in relation to the theory’s objects. Secondly, realism in relation to classical objects can be combined, both with realism and with anti-realism in relation to quantum objects. Third, the concept of “existence” and “to exist objectively” can have different meanings. To (...) take into account these factors, the article describes three approaches: classical realism, quantum anti-realism, and quantum realism. I show that the debate around quantum reality has intensified in recent decades due to a series of new quantum experiments. The current stage of the debate is caused by the second quantum revolution relating to the transfer and processing of quantum information. Classical realism and old versions of quantum anti-realism have become insufficiently effective to explain the results of a series of experiments. Proponents of quantum realism, in turn, refer to the possibility of using the wave function to manipulate quantum objects before their measurement. In conclusion, I assume that not only theoretical discussions but also experiments and new technologies can have a major impact on the seemingly purely philosophical debate about reality. (shrink)

_Care of the Self: Ancient Problematizations of Life and Contemporary Thought_, by Lívia Flachbartová, Pavol Sucharek, and Vladislav Suvák, focus on different manifestations of “taking care of the self” present in ancient and contemporary thought.

In this paper we treat humorous situations as a series of events underpinned by topoi, principles of reasoning recognised within a socio-cultural community. We claim that humorous effect in jokes and other discourse is often created by the juxtaposition of topoi evoked. A prerequisite for this is that there is a shift where the interpreter of the discourse updates their information state with regard to a second topos being evoked. This view of humour is consistent with an incremental analysis of (...) dialogue, and we therefore argue that interaction is central both for humour creation and interpretation. We point out some different ways in which topoi are juxtaposed in humorous dialogues as well as in jokes published in social media or in joke books, and take jokes from the coronavirus pandemic as an example because this makes lots of new topoi available and therefore offers the opportunity of creating novel jokes based on the juxtaposition of the new and existing topoi. We explore how the mechanisms of inference in dialogue can be applied to humour through the four elements from our title: old, new, borrowed and taboo. (shrink)

In this paper we present stable and unstable versions of several well-known relations from mereotopology: part-of, overlap, underlap and contact. An intuitive semantics is given for the stable and unstable relations, describing them as dynamic counterparts of the base mereotopo-logical relations. Stable relations are described as ones that always hold, while unstable relations hold sometimes. A set of first-order sentences is provided to serve as axioms for the stable and unstable relations, and representation theory is developed in similar fashion to (...) Stone’s representation theory for Boolean algebras and distributive lattices. Then we present some results about the first-order predicate logic of these relations and about its quantifier-free fragment. Completeness theorems for these logics are proved, the full first-order theory is proved to be hereditary undecidable and the satisfiability problem of the quantifier-free fragment is proved to be NP-complete. (shrink)

In this paper we present stable and unstable versions of several well-known relations from mereotopology: part-of, overlap, underlap and contact. An intuitive semantics is given for the stable and unstable relations, describing them as dynamic counterparts of the base mereotopo-logical relations. Stable relations are described as ones that always hold, while unstable relations hold sometimes. A set of first-order sentences is provided to serve as axioms for the stable and unstable relations, and representation theory is developed in similar fashion to (...) Stone’s representation theory for Boolean algebras and distributive lattices. Then we present some results about the first-order predicate logic of these relations and about its quantifier-free fragment. Completeness theorems for these logics are proved, the full first-order theory is proved to be hereditary undecidable and the satisfiability problem of the quantifier-free fragment is proved to be NP-complete. (shrink)

Research on sleep loss and vigilance both focus on declines in cognitive performance, but theoretical accounts have developed largely in parallel in these two areas. In addition, computational instantiations of theoretical accounts are rare. The current work uses computational modeling to explore whether the same mechanisms can account for the effects of both sleep loss and time on task on performance. A classic task used in the sleep deprivation literature, the Psychomotor Vigilance Test, was extended from the typical 10-min duration (...) to 35 min, to make the task similar in duration to traditional vigilance tasks. A computational cognitive model demonstrated that the effects of time on task in the PVT were equivalent to those observed with sleep loss. Subsequently, the same mechanisms were applied to a more traditional vigilance task—the Mackworth Clock Task—providing a good fit to existing data. This supports the hypothesis that these different types of fatigue may produce functionally equivalent declines in performance. (shrink)

Business Ethics, the Environment &Responsibility, Volume 31, Issue 3, Page 762-776, July 2022.

This article outlines the history and development of Russian scholastic thought, whose evolution took place over the course of a century, from the mid-17th to the mid-18th centuries. By the time scholasticism began to spread in Russia, it had already reached its final stages of development in Europe. Of the three major European schools of scholasticism—nominalism, Thomism and “second scholasticism”—the last two were the most popular ones in Russia.

This article outlines the history and development of Russian scholastic thought, whose evolution took place over the course of a century, from the mid-17th to the mid-18th centuries. By the time scholasticism began to spread in Russia, it had already reached its final stages of development in Europe. Of the three major European schools of scholasticism—nominalism, Thomism and “second scholasticism”—the last two were the most popular ones in Russia.

Despite the importance of the variational principles of physics, there have been relatively few attempts to consider them for a realistic framework. In addition to the old teleological question, this paper continues the recent discussion regarding the modal involvement of the principle of least action and its relations with the Humean view of the laws of nature. The reality of possible paths in the principle of least action is examined from the perspectives of the contemporary metaphysics of modality and Leibniz's (...) concept of essences or possibles striving for existence. I elaborate a modal interpretation of the principle of least action that replaces a classical representation of a system's motion along a single history in the actual modality by simultaneous motions along an infinite set of all possible histories in the possible modality. This model is based on an intuition that deep ontological connections exist between the possible paths in the principle of least action and possible quantum histories in the Feynman path integral. I interpret the action as a physical measure of the essence of every possible history. Therefore only one actual history has the highest degree of the essence and minimal action. To address the issue of necessity, I assume that the principle of least action has a general physical necessity and lies between the laws of motion with a limited physical necessity and certain laws with a metaphysical necessity. (shrink)

The present paper builds on the Rawlsian critique of utilitarianism in order to identify the moral implications of Niklas Luhmann’s social systems theory. While Luhmann aptly discerned the pervasive problems of the precarious system–environment relations throughout the modern society, he took moral communication to be person-centered and thus ill-equipped to deal with these problems. At the same time, the Rawlsian possibility of sacrificing fundamental liberties for the sake of economic gains not only exemplifies the Luhmannian precariousness of the relations of (...) the economic system to its societal environment, but also shows this precariousness to be a moral problem. Thus, from the systems-theoretic perspective, the Rawlsian idea of justice denotes the moral dimension of the capacity of the societal environment to carry the economic system. More generally, the proposed complementarity between Rawls and Luhmann allows to see the precariousness of system–environment relations, for any type of social system, as a moral problem. Two implications follow. First, the morally problematic manifestations of the precarious system–environment relations are not limited to the Rawlsian case of the discrimination of the least advantaged groups but rather include a broad range of social costs and damaging effects of business on society and nature. Second, and related, the proposed systems-theoretic perspective explicates the moral value of sustainability of the economic as well as other social systems in their environment, societal and ecological alike. (shrink)

Niklas Luhmann held a skeptical view of the role of morality in the modern society. The present paper reassesses this skepticism in view of his early work showing the regime of functional differentiation to be supported by fundamental human rights. Building on this argument, the paper advocates a more positive view of morality which is shown to be related to the sustainability of social systems in their encompassing societal and natural environment. This view is warranted by the overarching Luhmannian theme (...) of the precariousness of system–environment relations. If this view is accepted, Luhmann’s work on fundamental human rights can be read as an illustration of moral problems caused by the overexpansion tendencies of the political system. This argument is shown to connect up with the ideas of Buchanan and Rawls, as well as to fit in with the Luhmannian construct of the dilemma of structure and function. (shrink)

This book synthesizes the game-theoretic modeling of decision-making processes and an ancient moral requirement, called the Golden Rule of ethics (GR). This rule states, "Behave to others as you would like them to behave to you." The GR is one of the oldest, most widespread and specific moral requirements that appear in Christianity, Islam, Judaism, Buddhism, and Confucianism. The book constructs and justifies mathematical models of dynamic socio-economic processes and phenomena that reveal the mechanism of the GR and are based (...) on the concept of Berge equilibrium. The GR can be naturally used for resolving or balancing conflicts, and its "altruistic character" obviously excludes wars, blood-letting, and armed clashes. The previous book of the authors, The Berge Equilibrium: A Game-Theoretic Framework for the Golden Rule of Ethics, covers the static case of the GR. In this book, the dynamic case of the GR is investigated using the altruistic concept of Berge equilibrium and three factors as follows: a) a modification of N.N. Krasovskii's mathematical formalization of differential positional games (DPGs), in view of the counterexamples given by A.I. Subbotin and A.F. Kononenko; b) the method of guiding control, proposed by N.N. Krasovskii; c) the Germeier convolution of the payoff functions of different players. Additionally, the book features exercises, problems, and solution tips collected together in Appendix 1, as well as new approaches to conflict resolution as presented in Appendices 2-4. The book will be of use to undergraduate and graduate students and experts in the field of decision-making in complex control and management systems, as well as anyone interested in game theory and applications. (shrink)

ExcerptVictor Zaslavsky was a living legend for my Moscow circle friends, young intellectuals who lived and studied in the Soviet Union in the early 1980s. He was already an émigré, teaching at the Memorial University of Newfoundland in St. John's, Canada. One Italian journalist managed to bring to the Soviet Union his book Il Consenso Organizzato, published in 1981 in Bologna (it was later translated into English as The Neo-Stalinist State: Class, Ethnicity, and Consensus in Soviet Society). My university classmate (...) who read it in Italian remembered years later that this book had helped him to understand the nature of…. (shrink)

Sustainability is an important topic for understanding and developing our society. For scholars who want their academic contributions to have an impact, sustainability is important for our conceptual systems. Because our conceptual systems share similarities with our social systems, we may investigate their characteristics to gain insight into how both may be achieved or at least understood. Theories of the humanities as well as the social/behavioral sciences are changing very rapidly. They are fragile and few seem to have any longevity. (...) At the same time, the theoretical base does not seem to be “advancing.” They are not supporting highly effective results in the real world, so we continue to have seemingly insolvable problems such as crime, war, and poverty. This may be because academia has become inward-focused or, in Luhmann’s terminology, autonomous from the outside world. In seeking to understand how to develop more sustainable theories we found that the concept of sustainability is contested. And, in the process of comparing the sustainability of social systems to the sustainability of theories, we came to realize that neither perspective is viable. Drawing on Luhmann’s insights on the interdependence of theories and society, we came to realize that the two exist in a coevolutionary relationship. Importantly, we present an approach for measuring that evolution and suggest directions for accelerating the coevolutionary advance of society and science. (shrink)

Veksler and Gunzelmann argue that the vigilance decrement and the deleterious effects of sleep loss reflect functionally equivalent degradations in cognitive processing and performance. Our account is implemented in a cognitive architecture, where these factors produce breakdowns in goal-directed cognitive processing that we refer to as microlapses. Altmann raises a number of challenges to microlapses as a unified account of these deficits. Under scrutiny, however, the challenges do little to discredit the theory or conclusions in the original paper. In (...) our response, we address the most serious challenges. In so doing, we provide additional support for the theory and mechanisms, and we highlight opportunities for extending their explanatory breadth. (shrink)

Stakeholder scholars have long explored how stakeholder relationships differ from economic transactions. We contribute to this ongoing inquiry by developing a conceptual framework of relationality in stakeholder theory that encompasses a stakeholder-theoretic extension of Williamson's contracting schema and a new typology of stakeholder relationships. Premised on understanding relationality as the need for informal human relationships beyond formal governance, our framework locates the key difference between transaction cost economics and stakeholder theory in their treatment of informal relationships. While transaction cost economics (...) perceives informal relationships to be shaped by formal governance structures and enforced by contractual safeguards, stakeholder theory is open to the possibility that some informal relationships between stakeholders may be genuinely moral and thus irreducible to formal governance and contractual safeguards. These stakeholder relationships may lead to unique economic effects described by instrumental stakeholder theory. The difference that we identified between the two literatures shows how stakeholder theory's embrace of relationality surpasses that of transaction cost economics. (shrink)