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. 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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  3.  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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  4. A Collection of Definitions of Intelligence.Shane Legg & Marcus Hutter - 2007 - :1–12.
     
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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 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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  7. 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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  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. AGI.Samuel Allen Alexander & Marcus Hutter (eds.) - 2021
     
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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. 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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  12. 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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  13.  25
    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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  14. 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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  15. vernunftglaube: Kants votum im Streit um vernunft und Glauben.Axel Hutter - 2004 - In Walter Jaeschke & Birgit Sandkaulen-Bock (eds.), Friedrich Heinrich Jacobi: ein Wendepunkt der geistigen Bildung der Zeit. Hamburg: Meiner. pp. 241--56.
     
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  16.  2
    Das Unvordenkliche der menschlichen Freiheit.Axel Hutter - 2003 - In Jochem Hennigfeld & Jon Stewart (eds.), Kierkegaard und Schelling: Freiheit, Angst und Wirklichkeit. Berlin: De Gruyter. pp. 117-132.
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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.  5
    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. 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.
  20.  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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  21.  15
    Modal Logic.Marcus Kracht - 2002 - Bulletin of Symbolic Logic 8 (2):299-301.
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  22.  3
    Ecumenical Ventures in Ethics: Protestants Engage Pope John Paul II's Moral Encyclicals.Reinhard Hütter & Theodor Dieter - 1998 - William B. Eerdmans Publishing Company.
    This book represents the first sustained Protestant response to Pope John Paul II's recent moral encyclicals in the English-speaking world. Written by Protestant scholars, the essays touch on such issues as euthanasia and abortion.
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  23. 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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  24. Herbert Marcuse's "identity".Peter Marcuse - 2004 - In John Abromeit & W. Mark Cobb (eds.), Herbert Marcuse: a critical reader. New York: Routledge.
     
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  25. 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 (...)
  26. Vom Biedermeier zum Expressionismus.Rupert Feuchtmüller & Heribert Hutter (eds.) - 1967 - (Salzburg,: Residenzgalerie.
     
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  27.  10
    God or the divine?: religious transcendence beyond Monism and theism, between personality and impersonality.Bernhard Nitsche & Marcus Schmücker (eds.) - 2023 - Boston: De Gruyter.
    Is there a language of transcendence which does not fall under the well-worn categories of monism, theism, pantheism, biblical or pagan monotheism, personal or tripersonal God, or an impersonal absolute, conceived as immanent and/or transcendent? The present set of studies from different fields of research centers on the question whether it is possible to speak at all of transcendence or a divinity, and if it is, under what limitations does such speech proceed. In current discussion in theology and in philosophy (...)
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  28. Morality as an Evolutionary Exaptation.Marcus Arvan - 2021 - In Johan De Smedt & Helen De Cruz (eds.), Empirically Engaged Evolutionary Ethics. Synthese Library. Springer - Synthese Library. pp. 89-109.
    The dominant theory of the evolution of moral cognition across a variety of fields is that moral cognition is a biological adaptation to foster social cooperation. This chapter argues, to the contrary, that moral cognition is likely an evolutionary exaptation: a form of cognition where neurobiological capacities selected for in our evolutionary history for a variety of different reasons—many unrelated to social cooperation—were put to a new, prosocial use after the fact through individual rationality, learning, and the development and transmission (...)
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  29. A New Theory of Free Will.Marcus Arvan - 2013 - Philosophical Forum 44 (1):1-48.
    This paper shows that several live philosophical and scientific hypotheses – including the holographic principle and multiverse theory in quantum physics, and eternalism and mind-body dualism in philosophy – jointly imply an audacious new theory of free will. This new theory, "Libertarian Compatibilism", holds that the physical world is an eternally existing array of two-dimensional information – a vast number of possible pasts, presents, and futures – and the mind a nonphysical entity or set of properties that "read" that physical (...)
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  30. 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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  31. The Epistemology of Understanding. A contextualist approach.Marcus Bachmann - 2020 - Kriterion - Journal of Philosophy 34 (1):75-98.
    This paper aims to provide a unifying approach to the analysis of understanding coherencies and understanding subject matters by highlighting the contextualist nature of understanding. Inspired by the relevant alternatives contextualism about knowledge, I will argue that understanding inherently has context-sensitive features and that a theory of understanding that highlights those features can incorporate our intuitions towards understanding as well as consolidate the different accounts of how to analyse understanding. In developing a contextualist account of understanding, I will argue that (...)
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  32. 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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  33. First Steps Toward a Nonideal Theory of Justice.Marcus Arvan - 2014 - Ethics and Global Politics 7 (3):95-117.
    Theorists have long debated whether John Rawls’ conception of justice as fairness can be extended to nonideal (i.e. unjust) social and political conditions, and if so, what the proper way of extending it is. This paper argues that in order to properly extend justice as fairness to nonideal conditions, Rawls’ most famous innovation – the original position – must be reconceived in the form of a “nonideal original position.” I begin by providing a new analysis of the ideal/nonideal theory distinction (...)
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  34.  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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  35.  10
    The meditations of Marcus Aurelius Antoninus.Marcus Aurelius - 1989 - New York: Oxford University Press. Edited by A. S. L. Farquharson, R. B. Rutherford, Marcus Aurelius & Marcus Cornelius Fronto.
    This new edition brings Farquharson's authoritative 1944 translation up to date and includes a helpful introduction and notes for the student and general reader. Rutherford includes a selection of letters from Marcus to his tutor Fronto--most of which date from his earlier years--that offer personal detail and help to fill out the somber portrait of the emperor that is found in the Meditations.
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  36. Marcus Aurelius and his times.Marcus Aurelius, Lucian, Justin, Walter Pater & Irwin Edman (eds.) - 1945 - New York,: Pub. for the Classics Club by W. J. Black.
     
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  37.  24
    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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  38.  65
    Meditations: with selected correspondence.Marcus Aurelius - 2011 - New York: Oxford University Press. Edited by Robin Hard & Christopher Gill.
    Marcus Aurelius' Meditations is a private notebook of philosophical reflections with universal significance. Drawing on Stoic philosophy, Marcus confronts challenges that affect us all in our struggle to live meaningful lives. This edition includes a selection of Marcus' correspondence with his tutor Fronto which complements the Meditations.
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  39. The Tuscalan Disputations of Marcus Tullius Cicero. In Five Books.Marcus Tullius Cicero & Gentleman - 1758 - Printed for John Whiston, and Benj. White, in Fleet-Street. Sold Also by T. And J. Merrill at Cambridge, and J. Fletcher at Oxford.
     
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  40. How to rationally approach life's transformative experiences.Marcus Arvan - 2015 - Philosophical Psychology 28 (8):1199-1218.
    In a widely discussed forthcoming article, “What you can't expect when you're expecting,” L. A. Paul challenges culturally and philosophically traditional views about how to rationally make major life-decisions, most specifically the decision of whether to have children. The present paper argues that because major life-decisions are transformative, the only rational way to approach them is to become resilient people: people who do not “over-plan” their lives or expect their lives to play out “according to plan”—people who understand that beyond (...)
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  41. Panpsychism and AI consciousness.Marcus Arvan & Corey J. Maley - 2022 - Synthese 200 (3):1-22.
    This article argues that if panpsychism is true, then there are grounds for thinking that digitally-based artificial intelligence may be incapable of having coherent macrophenomenal conscious experiences. Section 1 briefly surveys research indicating that neural function and phenomenal consciousness may be both analog in nature. We show that physical and phenomenal magnitudes—such as rates of neural firing and the phenomenally experienced loudness of sounds—appear to covary monotonically with the physical stimuli they represent, forming the basis for an analog relationship between (...)
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  42.  63
    Belief and Its Neutralization: Husserl’s System of Phenomenology in Ideas I.Marcus Brainard - 2002 - State University of New York Press.
    Presenting the first step-by-step commentary on Husserl’s Ideas I, Marcus Brainard’s Belief and Its Neutralization provides an introduction not only to this central work, but also to the whole of transcendental phenomenology. Brainard offers a clear and lively account of each key element in Ideas I, along with a novel reading of Husserl, one which may well cause scholars to reconsider many long-standing views on his thought, especially on the role of belief, the effect and scope of the epoché, (...)
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  43.  74
    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.
  44.  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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  45. Bad News for Conservatives? Moral Judgments and the Dark Triad Personality Traits: A Correlational Study.Marcus Arvan - 2011 - Neuroethics 6 (2):307-318.
    This study examined correlations between moral value judgments on a 17-item Moral Intuition Survey (MIS), and participant scores on the Short-D3 “Dark Triad” Personality Inventory—a measure of three related “dark and socially destructive” personality traits: Machiavellianism, Narcissism, and Psychopathy. Five hundred sixty-seven participants (302 male, 257 female, 2 transgendered; median age 28) were recruited online through Amazon Mechanical Turk and Yale Experiment Month web advertisements. Different responses to MIS items were initially hypothesized to be “conservative” or “liberal” in line with (...)
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  46. Jury Theorems for Peer Review.Marcus Arvan, Liam Kofi Bright & Remco Heesen - forthcoming - British Journal for the Philosophy of Science.
    Peer review is often taken to be the main form of quality control on academic research. Usually journals carry this out. However, parts of maths and physics appear to have a parallel, crowd-sourced model of peer review, where papers are posted on the arXiv to be publicly discussed. In this paper we argue that crowd-sourced peer review is likely to do better than journal-solicited peer review at sorting papers by quality. Our argument rests on two key claims. First, crowd-sourced peer (...)
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  47.  12
    Possibilia and Possible Worlds.Ruth Barcan Marcus - 1986 - Grazer Philosophische Studien 25-26 (1):107-133.
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  48. A Unified Explanation of Quantum Phenomena? The Case for the Peer‐to‐Peer Simulation Hypothesis as an Interdisciplinary Research Program.Marcus Arvan - 2014 - Philosophical Forum 45 (4):433-446.
    In my 2013 article, “A New Theory of Free Will”, I argued that several serious hypotheses in philosophy and modern physics jointly entail that our reality is structurally identical to a peer-to-peer (P2P) networked computer simulation. The present paper outlines how quantum phenomena emerge naturally from the computational structure of a P2P simulation. §1 explains the P2P Hypothesis. §2 then sketches how the structure of any P2P simulation realizes quantum superposition and wave-function collapse (§2.1.), quantum indeterminacy (§2.2.), wave-particle duality (§2.3.), (...)
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  49. 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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  50. Nonideal Justice as Nonideal Fairness.Marcus Arvan - 2019 - Journal of the American Philosophical Association 5 (2):208-228.
    This article argues that diverse theorists have reasons to theorize about fairness in nonideal conditions, including theorists who reject fairness in ideal theory. It then develops a new all-purpose model of ‘nonideal fairness.’ §1 argues that fairness is central to nonideal theory across diverse ideological and methodological frameworks. §2 then argues that ‘nonideal fairness’ is best modeled by a nonideal original position adaptable to different nonideal conditions and background normative frameworks (including anti-Rawlsian ones). §3 then argues that the parties to (...)
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