The General Data Protection Regulation (GDPR) of the EU confirms the protection of personal data as a fundamental human right and affords data subjects more control over the way their personal information is processed, shared, and analyzed. However, where data are processed by artificial intelligence (AI) algorithms, asserting control and providing adequate explanations is a challenge. Due to massive increases in computing power and big data processing, modern AI algorithms are too complex and opaque to be understood by most data (...) subjects. Articles 15 and 22 of the GDPR provide a modest regulatory framework for automated data processing by, among other things, mandating that data controllers inform data subjects about when it is being used, and its logic and ramifications. Nevertheless, due to the phrasing of the articles and the numerous exceptions they allow, doubts have arisen about their effectiveness. In this paper, we empirically evaluate the quality and effectiveness of AI disclosures as mandated by the GDPR. By means of an online survey (N = 835), we investigated how data subjects expect to be informed about the automated processing of their data. We then conducted a content analysis of the AI disclosures of N = 100 companies and organizations. The combined findings reveal that current GDPR-mandated disclosures do not meet the expectations and needs of data subjects. Explanations drawn up following the guidelines of the generic formulations of the GDPR differ widely and are often vague, incomplete and lack transparency. In our conclusions we identify a path towards standardizing and optimizing AI information notices. (shrink)

Multiarm bandit problems have been used to model the selection of competing scientific theories by boundedly rational agents. In this paper, I define a variable-arm bandit problem, which allows the set of scientific theories to vary over time. I show that Roth-Erev reinforcement learning, which solves multiarm bandit problems in the limit, cannot solve this problem in a reasonable time. However, social learning via preferential attachment combined with individual reinforcement learning which discounts the past, does.

Sender–receiver games, first introduced by David Lewis ([1969]), have received increased attention in recent years as a formal model for the emergence of communication. Skyrms ([2010]) showed that simple models of reinforcement learning often succeed in forming efficient, albeit not necessarily minimal, signalling systems for a large family of games. Later, Alexander et al. ([2012]) showed that reinforcement learning, combined with forgetting, frequently produced both efficient and minimal signalling systems. In this article, I define a ‘dynamic’ sender–receiver game in (...) which the state–action pairs are not held constant over time and show that neither of these two models of learning learn to signal in this environment. However, a model of reinforcement learning with discounting of the past does learn to signal; it also gives rise to the phenomenon of linguistic drift. 1 Introduction2 Dynamic Signalling Games with Reinforcement Learning2.1 Introducing new states2.2 Swapping state–action pairs3 Discounting the Past3.1 Learning to signal in a dynamic world3.2 An unexpected outcome: linguistic drift4 ConclusionAppendix: A Markov Chain Analysis. (shrink)

Die Musikpädagogik als Disziplin begann sich erst Anfang des 19. Jahrhunderts zu konstituieren. Gleichwohl hat Johann Gottfried Herder zahlreiche musikpädagogische Ideen benannt und reflektiert. Als leidenschaftlicher Musikliebhaber und Pädagoge kreisten seine Gedanken in retrospektiver Ferne und interkultureller Weite, ohne theoriebildenden Anspruch für die Musikerziehung zu erheben. Dennoch wurde Herder häufig als Gewährsmann verschiedener ideologischer Perspektiven bemüht. Die Studie will sachlich, ehrlich und unbefangen aufräumen, indem sie erstens Herders Spuren zur Erziehung durch Musik gründlich folgt, zweitens Irrtümer sowie Missdeutungen aus dem (...) Weg räumt, um drittens Herder als Wegbereiter durch Dokumentation seiner immensen Rezeption zu würdigen. (shrink)

Evolutionary game theoretic accounts of justice attempt to explain our willingness to follow certain principles of justice by appealing to robustness properties possessed by those principles. Skyrms (1996) offers one sketch of how such an account might go for divide-the-dollar, the simplest version of the Nash bargaining game, using the replicator dynamics of Taylor and Jonker (1978). In a recent article, D'Arms et al. (1998) criticize his account and describe a model which, they allege, undermines his theory. I sketch a (...) theory of evolutionary explanations of justice which avoids their methodological criticisms, and develop a spatial model of divide-the-dollar with more robust convergence properties than the models of Skyrms (1996) and D'Arms et al. (1998). (shrink)

It is certainly the case that morality governs the interactions that take place between individuals. But what if morality exists because of these interactions? This book, first published in 2007, argues for the claim that much of the behaviour we view as 'moral' exists because acting in that way benefits each of us to the greatest extent possible, given the socially structured nature of society. Drawing upon aspects of evolutionary game theory, the theory of bounded rationality, and computational models of (...) social networks, it shows both how moral behaviour can emerge in socially structured environments, and how it can persist even when it is not typically viewed as 'rational' from a traditional economic perspective. This book also provides a theory of how moral principles and the moral sentiments play an indispensable role in effective choice, acting as 'fast and frugal heuristics' in social decision contexts. (shrink)

Jacobi held a position of unparalleled importance in late eighteenth and early nineteenth century intellectual history. This includes his role in bringing about the close of the Enlightenment, his central part in shaping the reception of Kant's philosophy and German idealism, and his influence on the development of Romanticism and existentialism.

Decision theory faces a number of problematic gambles which challenge it to say what value an ideal rational agent should assign to the gamble, and why. Yet little attention has been devoted to the question of what an ideal rational agent is, and in what sense decision theory may be said to apply to one. I show that, given one arguably natural set of constraints on the preferences of an idealized rational agent, such an agent is forced to be indifferent (...) among entire families of goods, and hence cannot choose among them. This result illustrates the dangers of speaking of the choices of an ?ideal rational agent? when one does not make precise the exact nature of the idealizing assumptions. The result may also be viewed as providing an upper bound on the kinds of idealizing assumptions which can be made for rational agents, beyond which the very concept of choice becomes attenuated. (shrink)

In the course of history, many individuals have the dubious honor of being remembered primarily for an eponym of which they would disapprove. How many are aware that Joseph-Ignace Guillotin actually opposed the death penalty? Another notable case is that of Maria Agnesi, an Italian woman of privileged, but not noble, birth who excelled at mathematics and philosophy during the eighteenth century. In her treatise of 1748, Instituzioni Analitiche, she provided a comprehensive summary of the current state of knowledge concerning (...) both integral calculus and differential equations. Later in life she was elected to the Bologna Academy of Sciences and, in 1762, was consulted by the University of Turin for an opinion on the work of an up-and-coming mathematician named Joseph-Louis Lagrange. (shrink)

The Pasadena game is an example of a decision problem which lacks an expected value, as traditionally conceived. Easwaran (2008) has shown that, if we distinguish between two different kinds of expectations, which he calls ‘strong’ and ‘weak’, the Pasadena game lacks a strong expectation but has a weak expectation. Furthermore, he argues that we should use the weak expectation as providing a measure of the value of an individual play of the Pasadena game. By considering a modified version of (...) the Pasadena game, I argue that weak expectations may provide a very poor measure of the value of an individual play of the game, and hence should not be used to value individual plays unless further information is taken into consideration. (shrink)

Early German Romanticism sought to respond to a comprehensive sense of spiritual crisis that characterised the late eighteenth century. The study demonstrates how the Romantics sought to bring together the new post-Kantian idealist philosophy with the inheritance of the realist Platonic-Christian tradition. With idealism they continued to champion the individual, while from Platonism they took the notion that all reality, including the self, participated in absolute being. This insight was expressed, not in the language of theology or philosophy, but through (...) aesthetics, which recognised the potentiality of all creation, including artistic creation, to disclose the divine. In explicating the religious vision of Romanticism, this study offers a new historical appreciation of the movement, and furthermore demonstrates its importance for our understanding of religion today. (shrink)

Platonism has played a central role in Christianity and is essential to a deep understanding of the Christian theological tradition. At times, Platonism has constituted an essential philosophical and theological resource, furnishing Christianity with an intellectual framework that has played a key role in its early development, and in subsequent periods of renewal. Alternatively, it has been considered a compromising influence, conflicting with the faith's revelatory foundations and distorting its inherent message. In both cases the fundamental importance of Platonism, as (...) a force which Christianity defined itself by and against, is clear. Written by an international team of scholars, this landmark volume examines the history of Christian Platonism from antiquity to the present day, covers key concepts, and engages issues such as the environment, natural science and materialism. (shrink)

In this wide-ranging conversation, Michael Hardt reflects on recent transformations within Empire. Several unique themes emerge concerning power and pedagogy as they intersect with subjectivity and global crisis. Drawing on the common in conjunction with the tradition of love in education uncovers a different path that attends to today’s real political, ecological, and social needs. Finally, a focus on collectivity points to a possible strategy—collective intellectuality—for educators to revise traditional notions of leadership to encourage more ethical, democratic, and sustainable futures. (...) Yet, what this looks like in practice remains for us to imagine. (shrink)

Appeals to human nature are ubiquitous, yet historically many have proven ill-founded. Why? How might frequent errors be remedied towards building a more robust and reliable scientific study of human nature? Our aim is neither to advance specific scientific or philosophical claims about human nature, nor to proscribe or eliminate such claims. Rather, we articulate through examples the types of errors that frequently arise in this field, towards improving the rigor of the scientific and social studies. We seek to analyze (...) such claims rhetorically, cognitively, and epistemically. Namely, how do we think about human nature? Claims about human nature, we show, are susceptible to widely exhibited deficits in cognitive tendencies such as framing, confirmation bias, satisficing, and teleological perspectives, as well as motivated reasoning. Such missteps foster methodological, empirical, and psychological mistakes and biases. Specifically, they promote the naturalizing error, whereby cultural ideology and values are projected onto an apparently objective description of nature. Concrete remedies are offered to aid scientists in conducting and reporting their research goals and findings more responsibly and effectively (relevant also to educators and other communicators who convey these findings publicly). Recommendations include acknowledging that human nature claims are often context-dependent, seeking multiple critical perspectives, and explicitly labeling uncertainties. (shrink)

At the very end of the 19th century, Gabriele Tarde wrote that all society was a product of imitation and innovation. This view regarding the development of society has, to a large extent, fallen out of favour, and especially so in those areas where the rational actor model looms large. I argue that this is unfortunate, as models of imitative learning, in some cases, agree better with what people actually do than more sophisticated models of learning. In this paper, I (...) contrast the behaviour of imitative learning with two more sophisticated learning rules (one based on Bayesian updating, the other based on the Nash-Brown-von Neumann dynamics) in the context of social deliberation problems. I show for two social deliberation problems, the Centipede game and a simple Lewis sender-receiver game, that imitative learning provides better agreement with what people actually do, thus partially vindicating Tarde. (shrink)

Cheap talk has often been thought incapable of supporting the emergence of cooperation because costless signals, easily faked, are unlikely to be reliable (Zahavi and Zahavi, 1997). I show how, in a social network model of cheap talk with reinforcement learning, cheap talk does enable the emergence of cooperation, provided that individuals also temporally discount the past. This establishes one mechanism that suffices for moving a population of initially uncooperative individuals to a state of mutually beneficial cooperation even in the (...) absence of formal institutions. (shrink)

One of the more recalcitrant issues in the philosophy of time concerns the question of temporal asymmetry. Some theorists, many of them, like Einstein, physicists, believe that time is fundamentally reversible. According to this view, the physical universe is indifferent to the direction of time; consequently, something like an arrow of time is held to be a human subjective imposition on an otherwise temporally isotropic world. Another position, held by Alfred North Whitehead and contemporary process philosophers, maintains that temporal asymmetry (...) is a primitive condition of the universe, and that therefore even the most basic physical processes, such as those occurring at the subatomic level, display a distinct temporal direction. Finally, the philosopher of time J.T. Fraser (1978) claims that temporal asymmetry is an emergent feature of the universe, appearing for the first time with biogenesis. According to Fraser, with the emergence of life comes a present, or “now”, a temporal dimension whose absence in more primitive levels of cosmic evolution prohibits the attribution of an arrow of time to any pre-biotic entity. (shrink)

Consider the problem of allocating a scarce resource to people. A fair decision procedure is one where each person has an equal chance of receiving the resource. An unfair decision procedure is one where the chances are not equal. Normally we think that, in an unfair decision procedure, that the correct way to redress the injustice is by rerunning the allocation using a fair decision procedure. In this paper, I show that this actually creates an overall bias favouring one person, (...) and solutions to this problem are counterintuitive, in that they typically involve introducing additional unfair elements into the situation. (shrink)

With the earliest known reference to angling with a fly dating from the Chou Dynasty, more than 2,300 years ago, it should come as no surprise that when asked to justify their passionate devotion to fly fishing, many anglers will refer to the rich and venerable literature the sport has generated. Ranging from Plutarch's references to Nile fishing in the Life of Antonius, to Pliny the Elder's Historia Naturalis, to the fifteenth century classic, Dame Julian Berner's The Treatyse of Fysshynge (...) wyth an Angle, to the sport's bible, the 17th century The Compleat Angler by Izaak Walton, to literary treatments in the work of authors such as John Donne, Gerard Manley Hopkins, William Butler Yeats, Ezra Pound and Ernest Hemingway, the wealth of literature devoted to fly fishing appears to be out of proportion to what is, ultimately, just a way of seducing an animal with a brain the size of a pea into inhaling a hook upon which some feathers, furs and tinsels have been lashed. What then, one may legitimately ask, is it about this sport that creates fanatical devotion on the part of its practitioners, who tend to regard it with such zeal and passion as is commonly reserved for art and religion? (shrink)

Rachlin's idea that altruism, like self-control, is a valuable, temporally extended pattern of behavior, suggests one way of addressing common problems in developing a rational choice explanation of individual altruistic behavior. However, the form of Rachlin's explicitly behaviorist account of altruistic acts suffers from two faults, one of which questions the feasibility of his particular behaviorist analysis.

This chapter contains section titled: Kin Selection Reciprocity Group Selection Coercion Mutualism Byproduct Mutualism Local Interactions References.

In this paper I describe and analyze an economic situation involving two competitive organizations. I put forth the argument that because of the systemic nature of decision making relative to managing the requirements of utilizing a descriptive equation that determines how many people an economic system can support, that even if all the players in the situation act ethically, the results will still be harmful, and necessarily so, to the system and to many innocent people. I will demonstrate that harming (...) innocent people is required and morally defensible given the choices available. The best one can do is slow down the increase in disutilities and possibly operate the system within a range of acceptable behavior that minimizes the resulting harm to innocent people, even if we cannot entirely remove this harm. In this context ethics becomes the study of the acceptable as opposed to the preferable. (shrink)

Recent years have seen increased interest in the question of whether it is possible to provide an evolutionary game-theoretic explanation for certain kinds of social norms. I sketch a proof of a general representation theorem for a large class of evolutionary game-theoretic models played on a social network, in hope that this will contribute to a greater understanding of the long-term evolutionary dynamics of such models, and hence the evolution of social norms.

Largely neglected today, the work of Karl Philipp Moritz was a highly influential source for Early German Romanticism. Moritz considered the form of myth as essential to the absolute nature of the divine subject. This defence was based upon his aesthetic theory, which held that beautiful art was “disinterested”, or complete in itself. For Moritz, Myth, like art, constitutes a totality providing an idiom free from restriction in the imitation of the divine. This examination offers a consideration of Moritz’s aesthetics (...) and mythography, before turning briefly to consider his influence on the authors of Early German Romanticism. An understanding of the role of Moritz’s thought supports a number of recent claims that challenge the conventional reading of Romanticism. At the same time it allows us to see Romanticism’s unconventional realist theological programme, permitting us to overcome the problematic secularising readings of the movement. I would like to thank Kurt Mueller-Vollmer, as well as Fredrick Beiser and Lars Fischer for their help with this project. (shrink)

This examination considers the influence of the seventeenth century Cambridge Platonist Cudworth upon the thought of the late eighteenth century German thinker Herder. It focuses upon Herder's use of Cudworth's philosophy to create a revised version of Spinoza's metaphysics. Both Cudworth and Herder were concerned with the problem of determinism. Cudworth outlined a number of difficulties relating to this problem in the thought of Spinoza and proposed amendments, particularly the introduction of the middle principle of plastik, which would mediate between (...) the Ideas of transcendent reason and mechanical materialism. We find these amendments to Spinoza's philosophy also employed in Herder's contribution to the Pantheism Controversy, in which he too offers a revised Spinozism and introduces his own middle principle of Kraft. This demonstrates an important but under-explored English contribution to a key development in German intellectual history. The Pantheism Controversy was an epoch-making event, helping to bring an end to the German Enlightenment and to inaugurate the Romantic movement. Herder's version of Spinoza's thought revived the philosopher's fortunes, and Herder's notion of Kraft became central to Romantic aesthetics. Finally, Herder's use of Cudworth demonstrates the important but overlooked source of Platonic realism in German Romantic thought. (shrink)

In this volume, critical scholars and educational activists explore the intricate dynamics between the enclosure of global commons and radical visions of a common social future that breaks through the logics of privatization, ecological degradation, and dehumanizing social hierarchies in education. In its institutional and informal configurations alike, education has been identified as perhaps the key stake in this struggle. Insisting on the urgency of an education that breaks free of the bonds of enclosure, the essays included in this volume (...) weave together bright threads of radical thought into a vivid tapestry illustrating a critical framework for enacting a global educational commons. (shrink)

This essay subjects to criticism the historical and philosophical attitudes to political thought found in the writings of John Dunn and Michael Oakeshott. The essay does not limit itself to criticism but attempts to elaborate what is indicated by criticism for the sake of the modern understanding of political thought. The argument is that history and philosophy as they have recently been practised suffer from limitations that can only be addressed by a recognition of something which is here called theology. (...) The significance of such a recognition is considered with regard to the history of political thought, political philosophy and finally to theology itself. The emphasis on theology makes it necessary to say that the essay is written for the benefit of historians and philosophers, not theologians. Although it is an argument for theology it is in no sense an argument from theology. Whether this is a contradictory position may require consideration elsewhere; but since the essay is a first step rather than a final step in an argument, it may gain more than it loses by such a contradiction, if there is one. (shrink)