Results for 'Marcus Hutter'

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  1. Universal intelligence: A definition of machine intelligence.Shane Legg & Marcus Hutter - 2007 - Minds and Machines 17 (4):391-444.
    A fundamental problem in artificial intelligence is that nobody really knows what intelligence is. The problem is especially acute when we need to consider artificial systems which are significantly different to humans. In this paper we approach this problem in the following way: we take a number of well known informal definitions of human intelligence that have been given by experts, and extract their essential features. These are then mathematically formalised to produce a general measure of intelligence for arbitrary machines. (...)
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  2.  18
    Reward tampering problems and solutions in reinforcement learning: a causal influence diagram perspective.Tom Everitt, Marcus Hutter, Ramana Kumar & Victoria Krakovna - 2021 - Synthese 198 (Suppl 27):6435-6467.
    Can humans get arbitrarily capable reinforcement learning agents to do their bidding? Or will sufficiently capable RL agents always find ways to bypass their intended objectives by shortcutting their reward signal? This question impacts how far RL can be scaled, and whether alternative paradigms must be developed in order to build safe artificial general intelligence. In this paper, we study when an RL agent has an instrumental goal to tamper with its reward process, and describe design principles that prevent instrumental (...)
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  3. A Collection of Definitions of Intelligence.Shane Legg & Marcus Hutter - 2007 - :1–12.
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  4. Reward-Punishment Symmetric Universal Intelligence.Samuel Allen Alexander & Marcus Hutter - 2021 - In Samuel Allen Alexander & Marcus Hutter (eds.), AGI.
    Can an agent's intelligence level be negative? We extend the Legg-Hutter agent-environment framework to include punishments and argue for an affirmative answer to that question. We show that if the background encodings and Universal Turing Machine (UTM) admit certain Kolmogorov complexity symmetries, then the resulting Legg-Hutter intelligence measure is symmetric about the origin. In particular, this implies reward-ignoring agents have Legg-Hutter intelligence 0 according to such UTMs.
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  5. One decade of universal artificial intelligence.Marcus Hutter - 2012 - In Pei Wang & Ben Goertzel (eds.), Theoretical Foundations of Artificial General Intelligence. Springer. pp. 67--88.
    The first decade of this century has seen the nascency of the first mathematical theory of general artificial intelligence. This theory of Universal Artificial Intelligence (UAI) has made significant contributions to many theoretical, philosophical, and practical AI questions. In a series of papers culminating in book (Hutter, 2005), an exciting sound and complete mathematical model for a super intelligent agent (AIXI) has been developed and rigorously analyzed. While nowadays most AI researchers avoid discussing intelligence, the award-winning PhD thesis (Legg, (...)
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  6. A Complete Theory of Everything (will be subjective).Marcus Hutter - 2010 - Algorithms 3 (4):329-350.
    Increasingly encompassing models have been suggested for our world. Theories range from generally accepted to increasingly speculative to apparently bogus. The progression of theories from ego- to geo- to helio-centric models to universe and multiverse theories and beyond was accompanied by a dramatic increase in the sizes of the postulated worlds, with humans being expelled from their center to ever more remote and random locations. Rather than leading to a true theory of everything, this trend faces a turning point after (...)
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  7. A Philosophical Treatise of Universal Induction.Samuel Rathmanner & Marcus Hutter - 2011 - Entropy 13 (6):1076-1136.
    Understanding inductive reasoning is a problem that has engaged mankind for thousands of years. This problem is relevant to a wide range of fields and is integral to the philosophy of science. It has been tackled by many great minds ranging from philosophers to scientists to mathematicians, and more recently computer scientists. In this article we argue the case for Solomonoff Induction, a formal inductive framework which combines algorithmic information theory with the Bayesian framework. Although it achieves excellent theoretical results (...)
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  8. Can Intelligence Explode?Marcus Hutter - 2012 - Journal of Consciousness Studies 19 (1-2):143-166.
    The technological singularity refers to a hypothetical scenario in which technological advances virtually explode. The most popular scenario is the creation of super-intelligent algorithms that recursively create ever higher intelligences. It took many decades for these ideas to spread from science fiction to popular science magazines and finally to attract the attention of serious philosophers. David Chalmers' (JCS 2010) article is the first comprehensive philosophical analysis of the singularity in a respected philosophy journal. The motivation of my article is to (...)
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  9. Probabilities on Sentences in an Expressive Logic.Marcus Hutter, John W. Lloyd, Kee Siong Ng & William T. B. Uther - 2013 - Journal of Applied Logic 11 (4):386-420.
    Automated reasoning about uncertain knowledge has many applications. One difficulty when developing such systems is the lack of a completely satisfactory integration of logic and probability. We address this problem directly. Expressive languages like higher-order logic are ideally suited for representing and reasoning about structured knowledge. Uncertain knowledge can be modeled by using graded probabilities rather than binary truth-values. The main technical problem studied in this paper is the following: Given a set of sentences, each having some probability of being (...)
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  10.  7
    Universal Algorithmic Intelligence: A Mathematical Top-Down Approach.Marcus Hutter - 2007 - In Ben Goertzel & Cassio Pennachin (eds.), Artificial General Intelligence. Springer Verlag. pp. 227-290.
    Sequential decision theory formally solves the problem of rational agents in uncertain worlds if the true environmental prior probability distribution is known. Solomonoff's theory of universal induction formally solves the problem of sequence prediction for unknown prior distribution. We combine both ideas and get a parameter-free theory of universal Artificial Intelligence. We give strong arguments that the resulting AIXI model is the most intelligent unbiased agent possible. We outline how the AIXI model can formally solve a number of problem classes, (...)
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  11. Observer Localization in Multiverse Theories.Marcus Hutter - 2010 - In Harald Fritzsch & K. K. Phua (eds.), Proceedings of the Conference in Honour of Murray Gell-Mann's 80th Birthday. World Scientific.
    The progression of theories suggested for our world, from ego- to geo- to helio-centric models to universe and multiverse theories and beyond, shows one tendency: The size of the described worlds increases, with humans being expelled from their center to ever more remote and random locations. If pushed too far, a potential theory of everything (TOE) is actually more a theories of nothing (TON). Indeed such theories have already been developed. I show that including observer localization into such theories is (...)
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  12. AGI.Samuel Allen Alexander & Marcus Hutter (eds.) - 2021
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  13. Universal Agent Mixtures and the Geometry of Intelligence.Samuel Allen Alexander, David Quarel, Len Du & Marcus Hutter - 2023 - Aistats.
    Inspired by recent progress in multi-agent Reinforcement Learning (RL), in this work we examine the collective intelligent behaviour of theoretical universal agents by introducing a weighted mixture operation. Given a weighted set of agents, their weighted mixture is a new agent whose expected total reward in any environment is the corresponding weighted average of the original agents' expected total rewards in that environment. Thus, if RL agent intelligence is quantified in terms of performance across environments, the weighted mixture's intelligence is (...)
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  14.  28
    Classification by decomposition: a novel approach to classification of symmetric $$2\times 2$$ games.Mikael Böörs, Tobias Wängberg, Tom Everitt & Marcus Hutter - 2022 - Theory and Decision 93 (3):463-508.
    In this paper, we provide a detailed review of previous classifications of 2 × 2 games and suggest a mathematically simple way to classify the symmetric 2 × 2 games based on a decomposition of the payoff matrix into a cooperative and a zero-sum part. We argue that differences in the interaction between the parts is what makes games interesting in different ways. Our claim is supported by evolutionary computer experiments and findings in previous literature. In addition, we provide a (...)
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    Contextualism about knowledge and justification by default.Marcus Willaschek - 2007 - Grazer Philosophische Studien 74 (1):251-272.
    This paper develops a non-relativist version of contextualism about knowledge. It is argued that a plausible contextualism must take into account three features of our practice of attributing knowledge: (1) knowledge-attributions follow a default-and-challenge pattern; (2) there are preconditions for a belief's enjoying the status of being justified by default (e.g. being orthodox); and (3) for an error-possibility to be a serious challenge, there has to be positive evidence that the possibility might be realized in the given situation. It is (...)
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  16.  2
    Get smart: philosophy: the big ideas you should know.Marcus Weeks - 2018 - London: Quercus.
    Can you master the ideas of Plato, Kant, Nietzsche and Sartre? What does 'I think, therefore I am' really mean? Do you know the arguments for and against the existence of god? And what do the great philosophers tell us about knowledge and truth, good and evil? Packed with bite-sized briefings, shortcuts and bluffs, Get Smart: Philosophy demystifies 50 key philosophical concepts and provides you with all you need to speak out about the very biggest ideas.
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  17.  6
    Philosophy in minutes.Marcus Weeks - 2014 - New York: Quercus.
    Philosophy in Minutes distils 200 of the most important philosophical ideas into easily digestible, bite-sized sections. The core information for every topic - including debates such as the role of philosophy in science and religion, key thinkers from Aristotle to Marx, and introductions to morality and ethics - is explained in straightforward language, using illustrations to make the concepts easy to understand and remember. Whether you are perplexed by existentialism or pondering the notion of free will, this accessible small-format book (...)
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  18.  6
    Politics in minutes.Marcus Weeks - 2015 - New York: Quercus.
    Quick, accessible, compact guide to understanding key political concepts. Contents include: Liberty, Justice, Equality, Human rights, Social contract, Democracy, Monarchy, Anarchism, Capitalism, Socialism, Nationalism and Globalisation.
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  19.  3
    Heads up philosophy.Marcus Weeks - 2014 - New York, N.Y.: DK Publishing.
    Demystifies complex philosophical ideas and debates in a comprehensive format that introduces the major theories of such great philosophers as Socrates, Aristotle, Plato, Friedrich Nietzsche, Epicurus, and Thomas Aquinas.
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  20.  7
    Ernst Tugendhat: Moralbegründung und Gerechtigkeit: Vortrag und Kolloquium in Münster 1997.Marcus Willaschek (ed.) - 1997 - Münster: Lit.
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  21.  3
    Feld, Zeit, Kritik: die feldtheoretische Transzendentalphilosophie von Peter Rohs in der Diskussion.Marcus Willaschek (ed.) - 1997 - Münster: Lit.
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  22.  14
    Pauline Chazan, The Moral Self and Johannes A. van der Ven, Formation of the Moral Self. [REVIEW]Hendrik Y. Hutter - 2001 - Ethical Theory and Moral Practice 4 (4):427-429.
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  23.  27
    Does attitude acquisition in evaluative conditioning without explicit CS-US memory reflect implicit misattribution of affect?Adrien Mierop, Mandy Hütter, Christoph Stahl & Olivier Corneille - 2018 - Cognition and Emotion 33 (2):173-184.
    ABSTRACTResearch that dissociates different types of processes within a given task using a processing tree approach suggests that attitudes may be acquired through evaluative conditioning in the absence of explicit encoding of CS-US pairings in memory. This research distinguishes explicit memory for the CS-US pairings from CS-liking acquired without encoding of CS-US pairs in explicit memory. It has been suggested that the latter effect may be due to an implicit misattribution process that is assumed to operate when US evocativeness is (...)
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  24.  36
    Synesthesia and learning: a critical review and novel theory.Marcus R. Watson, Kathleen A. Akins, Chris Spiker, Lyle Crawford & James T. Enns - 2014 - Frontiers in Human Neuroscience 8.
  25. Grapheme-color synaesthesia benefits rule-based Category learning.Marcus R. Watson, Mark R. Blair, Pavel Kozik, Kathleen A. Akins & James T. Enns - 2012 - Consciousness and Cognition 21 (3):1533-1540.
    Researchers have long suspected that grapheme-color synaesthesia is useful, but research on its utility has so far focused primarily on episodic memory and perceptual discrimination. Here we ask whether it can be harnessed during rule-based Category learning. Participants learned through trial and error to classify grapheme pairs that were organized into categories on the basis of their associated synaesthetic colors. The performance of synaesthetes was similar to non-synaesthetes viewing graphemes that were physically colored in the same way. Specifically, synaesthetes learned (...)
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  26.  9
    Spekulation und Vorstellung in Hegels enzyklopädischem System.Kazimir Drilo & Axel Hutter (eds.) - 2015 - Tübingen: Mohr Siebeck.
    Das Verhaltnis von Spekulation und Vorstellung in Hegels enzyklopadischem System ist von einer eigentumlichen Spannung gekennzeichnet. Spekulation ist nicht nur die kritische Reinigung der Inhalte der Vorstellung von ihren Vorurteilen und Irrtumern, sondern zugleich Anerkennung des endlichen, vorstellenden Denkens innerhalb seiner Grenzen, sowohl auf dem Gebiet der Erkenntnistheorie als auch der Religion. Wie verhalten sich aber Spekulation und Vorstellung zueinander in verschiedenen Teilen des enzyklopadischen Systems, in der Logik und der Philosophie des Geistes? Diesem Zusammenhang gehen die Beitrage des Tagungsbandes (...)
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  27.  50
    The prevalence of synaesthesia depends on early language learning.Marcus R. Watson, Jan Chromý, Lyle Crawford, David M. Eagleman, James T. Enns & Kathleen A. Akins - 2017 - Consciousness and Cognition 48:212-231.
  28.  12
    Proceedings of the Second Conference on Artificial General Intelligence.B. Goertzel, P. Hitzler & M. Hutter (eds.) - 2009 - Atlantis Press.
    The Conference on Artificial General Intelligence is the only major conference series devoted wholly and specifically to the creation of AI systems possessing general intelligence at the human level and ultimately beyond. Its second installation, AGI-09, in Arlington, Virginia, March 6-9, 2009, attracted 67 paper submissions, which is a substantial increase from the previous year. Of these submissions, 33 (i.e., 49%) were accepted as full papers for presentation at the conference. Additional 13 papers were included as position papers. The program (...)
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  29.  49
    Kant-Lexikon.Marcus Willaschek, Jürgen Stolzenberg, Georg Mohr & Stefano Bacin (eds.) - 2015 - Berlin: De Gruyter.
    Kant’s revolutionary new approach to philosophy was accompanied by the introduction of a largely novel terminology. With the Kant-Lexikon, a lexical reference gives the modern reader access to his work on the basis of present-day editions and takes into account 20th century and contemporary research and advances in lexicology. The Kant-Lexikon includes 2395 entries authored by 221 scholars.
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  30.  77
    Visual Thinking in Mathematics: An Epistemological Study.Marcus Giaquinto - 2007 - Oxford, England: Oxford University Press.
    Marcus Giaquinto presents an investigation into the different kinds of visual thinking involved in mathematical thought, drawing on work in cognitive psychology, philosophy, and mathematics. He argues that mental images and physical diagrams are rarely just superfluous aids: they are often a means of discovery, understanding, and even proof.
  31. Empirical evidence and the knowledge-that/knowledge-how distinction.Marcus P. Adams - 2009 - Synthese 170 (1):97-114.
    In this article I have two primary goals. First, I present two recent views on the distinction between knowledge-that and knowledge-how (Stanley and Williamson, The Journal of Philosophy 98(8):411–444, 2001; Hetherington, Epistemology futures, 2006). I contend that neither of these provides conclusive arguments against the distinction. Second, I discuss studies from neuroscience and experimental psychology that relate to this distinction. Having examined these studies, I then defend a third view that explains certain relevant data from these studies by positing the (...)
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  32. Parental Compromise.Marcus William Hunt - 2022 - Critical Review of International Social and Political Philosophy 25 (2):260-280.
    I examine how co-parents should handle differing commitments about how to raise their child. Via thought experiment and the examination of our practices and affective reactions, I argue for a thesis about the locus of parental authority: that parental authority is invested in full in each individual parent, meaning that that the command of one parent is sufficient to bind the child to act in obedience. If this full-authority thesis is true, then for co-parents to command different things would be (...)
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  33. Visual thinking in mathematics: an epistemological study.Marcus Giaquinto - 2007 - New York: Oxford University Press.
    Visual thinking -- visual imagination or perception of diagrams and symbol arrays, and mental operations on them -- is omnipresent in mathematics. Is this visual thinking merely a psychological aid, facilitating grasp of what is gathered by other means? Or does it also have epistemological functions, as a means of discovery, understanding, and even proof? By examining the many kinds of visual representation in mathematics and the diverse ways in which they are used, Marcus Giaquinto argues that visual thinking (...)
  34.  20
    Carrotmob: A Win–Win–Win Approach to Creating Benefits for Consumers, Business, and Society at Large.Robert Mai, Stefan Hoffmann & Katharina Hutter - 2016 - Business and Society 55 (7):1059-1077.
    The call for business practices that create benefits for companies, customers, and society is getting louder. This article analyzes a new implementation of such a win–win–win approach: the carrotmob. Activists and managers jointly organize a shopping flashmob in which consumers collectively purchase the products of a target company to reward its intent to act more socially responsible. Given that carrotmobs are only efficient if they are supported by a critical mass of consumers, a survey study of 337 young consumers explores (...)
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  35. Wanting and willing.Eric Marcus - 2020 - European Journal of Philosophy 29 (4):887-899.
    How homogenous are the sources of human motivation? Textbook Humeans hold that every human action is motivated by desire, thus any heterogeneity derives from differing objects of desire. Textbook Kantians hold that although some human actions are motivated by desire, others are motivated by reason. One question in this vicinity concerns whether there are states such that to be in one is at once take the world to be a certain way and to be motivated to act: the state-question. My (...)
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  36. Visual Perception as Patterning: Cavendish against Hobbes on Sensation.Marcus Adams - 2016 - History of Philosophy Quarterly 33 (3):193-214.
    Many of Margaret Cavendish’s criticisms of Thomas Hobbes in the Philosophical Letters (1664) relate to the disorder and damage that she holds would result if Hobbesian pressure were the cause of visual perception. In this paper, I argue that her “two men” thought experiment in Letter IV is aimed at a different goal: to show the explanatory potency of her account. First, I connect Cavendish’s view of visual perception as “patterning” to the “two men” thought experiment in Letter IV. Second, (...)
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  37.  18
    Kant on the Sources of Metaphysics: The Dialectic of Pure Reason.Marcus Willaschek - 2018 - New York: Cambridge University Press.
    In the Critique of Pure Reason, Kant famously criticizes traditional metaphysics and its proofs of immortality, free will and God's existence. What is often overlooked is that Kant also explains why rational beings must ask metaphysical questions about 'unconditioned' objects such as souls, uncaused causes or God, and why answers to these questions will appear rationally compelling to them. In this book, Marcus Willaschek reconstructs and defends Kant's account of the rational sources of metaphysics. After carefully explaining Kant's conceptions (...)
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  38. Auditory expectation: The information dynamics of music perception and cognition.Marcus T. Pearce & Geraint A. Wiggins - 2012 - Topics in Cognitive Science 4 (4):625-652.
    Following in a psychological and musicological tradition beginning with Leonard Meyer, and continuing through David Huron, we present a functional, cognitive account of the phenomenon of expectation in music, grounded in computational, probabilistic modeling. We summarize a range of evidence for this approach, from psychology, neuroscience, musicology, linguistics, and creativity studies, and argue that simulating expectation is an important part of understanding a broad range of human faculties, in music and beyond.
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  39. Isaac Newton.Ivo Schneider, Kolumban Hutter, Isaac Newton & Friedrich Steinle - 1993 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 24 (1):169-185.
     
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  40.  23
    Tools and techniques in modal logic.Marcus Kracht - 1999 - New York: Elsevier.
    This book treats modal logic as a theory, with several subtheories, such as completeness theory, correspondence theory, duality theory and transfer theory and is intended as a course in modal logic for students who have had prior contact with modal logic and who wish to study it more deeply. It presupposes training in mathematical or logic. Very little specific knowledge is presupposed, most results which are needed are proved in this book.
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  41.  25
    Public justification and expert disagreement over non-pharmaceutical interventions for the COVID-19 pandemic.Marcus Dahlquist & Henrik D. Kugelberg - 2021 - Journal of Medical Ethics 49 (1):9–13.
    A wide range of non-pharmaceutical interventions (NPIs) have been introduced to stop or slow down the COVID-19 pandemic. Examples include school closures, environmental cleaning and disinfection, mask mandates, restrictions on freedom of assembly and lockdowns. These NPIs depend on coercion for their effectiveness, either directly or indirectly. A widely held view is that coercive policies need to be publicly justified—justified to each citizen—to be legitimate. Standardly, this is thought to entail that there is a scientific consensus on the factual propositions (...)
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  42. Precis of belief, inference, and the self‐conscious mind.Eric Marcus - 2024 - Philosophy and Phenomenological Research 108 (3):833-837.
  43. Replies to Leite, Shaw, and Campbell.Eric Marcus - 2024 - Philosophy and Phenomenological Research 108 (3):858-868.
  44. Vom Biedermeier zum Expressionismus.Rupert Feuchtmüller & Heribert Hutter (eds.) - 1967 - (Salzburg,: Residenzgalerie.
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  45. Mental time-travel, semantic flexibility, and A.I. ethics.Marcus Arvan - 2023 - AI and Society 38 (6):2577-2596.
    This article argues that existing approaches to programming ethical AI fail to resolve a serious moral-semantic trilemma, generating interpretations of ethical requirements that are either too semantically strict, too semantically flexible, or overly unpredictable. This paper then illustrates the trilemma utilizing a recently proposed ‘general ethical dilemma analyzer,’ GenEth. Finally, it uses empirical evidence to argue that human beings resolve the semantic trilemma using general cognitive and motivational processes involving ‘mental time-travel,’ whereby we simulate different possible pasts and futures. I (...)
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  46.  18
    Rippling: Meta-Level Guidance for Mathematical Reasoning.Alan Bundy, David Basin, Dieter Hutter & Andrew Ireland - 2006 - Bulletin of Symbolic Logic 12 (3):498-499.
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  47.  39
    Are there two independent evaluative conditioning effects in relational paradigms? Dissociating the effects of CS-US pairings and their meaning.Niels Kukken, Mandy Hütter & Rob W. Holland - 2020 - Cognition and Emotion 34 (1):170-187.
    ABSTRACTRecent research into evaluative conditioning shows that information about the relationship between the conditioned and unconditioned stimuli can exert strong effects on the size and di...
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  48.  38
    The meditations of Marcus Aurelius.Marcus Aurelius - 1993 - Boston: Shambhala. Edited by George Long.
    All the notes to the Farquharson translation, amplifying the twelve books of the "Meditations," are included in this volume.
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  49.  16
    Modal Logic.Marcus Kracht - 2002 - Bulletin of Symbolic Logic 8 (2):299-301.
  50. The search for certainty: a philosophical account of foundations of mathematics.Marcus Giaquinto - 2002 - New York: Oxford University Press.
    Marcus Giaquinto tells the compelling story of one of the great intellectual adventures of the modern era: the attempt to find firm foundations for mathematics. From the late nineteenth century to the present day, this project has stimulated some of the most original and influential work in logic and philosophy.
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