Psychologists and neuroscientists extensively rely on computational models for studying and analyzing the human mind. Traditionally, such computational models have been hand-designed by expert researchers. Two prominent examples are cognitive architectures and Bayesian models of cognition. Although the former requires the specification of a fixed set of computational structures and a definition of how these structures interact with each other, the latter necessitates the commitment to a particular prior and a likelihood function that – in combination with Bayes' rule – (...) determine the model's behavior. In recent years, a new framework has established itself as a promising tool for building models of human cognition: the framework of meta-learning. In contrast to the previously mentioned model classes, meta-learned models acquire their inductive biases from experience, that is, by repeatedly interacting with an environment. However, a coherent research program around meta-learned models of cognition is still missing to date. The purpose of this article is to synthesize previous work in this field and establish such a research program. We accomplish this by pointing out that meta-learning can be used to construct Bayes-optimal learning algorithms, allowing us to draw strong connections to the rational analysis of cognition. We then discuss several advantages of the meta-learning framework over traditional methods and reexamine prior work in the context of these new insights. (shrink)

Comparative Political Philosophy: Studies Under the Upas Tree examines four major traditions of political philosophy and discusses similarities in their key ideas and assumptions. An intellectually daring enterprise, this fascinating volume focuses on key texts from Chinese, Indian, Western and Islamic political philosophy.

Smart grids are rolling out internationally, with the United States nearing completion of a significant USD4-plus-billion federal program funded under the American Recovery and Reinvestment Act. The emergence of smart grids is widespread across developed countries. Multiple approaches to analyzing the benefits of smart grids have emerged. The goals of this white paper are to review these approaches and analyze examples of each to highlight their differences, advantages, and disadvantages. This work was conducted under the auspices of a joint U.S.-China (...) research effort, the Climate Change Working Group Implementation Plan, Smart Grid. We present comparative benefits assessments of smart grid demonstrations in the U.S. and China along with a BA of a pilot project in Europe. In the U.S., we assess projects at two sites: the University of California, Irvine campus, which consists of two distinct demonstrations: Southern California Edison’s Irvine Smart Grid Demonstration Project and the UCI campus itself; and the Navy Yard area in Philadelphia, which has been repurposed as a mixed commercial-industrial, and possibly residential, development. In China, we cover several smart-grid aspects of the Sino-Singapore Tianjin Eco-city and the Shenzhen Bay Technology and Ecology City. In Europe, we look at a BA of a pilot smart grid project in the Malagrotta area west of Rome, Italy, contributed by the Joint Research Centre of the European Commission. The Irvine sub-project BAs use the U.S. Department of Energy Smart Grid Computational Tool, which is built on methods developed by the Electric Power Research Institute. The TEC sub-project BAs apply Smart Grid Multi-Criteria Analysis developed by the State Grid Corporation of China based on the analytic hierarchy process with fuzzy logic. The B-TEC and TNY sub-project BAs are evaluated using new approaches developed by those project teams. JRC has adopted an approach similar to EPRI’s but tailored to the Malagrotta distribution grid. (shrink)

This essay illustrates what the Chinese family-based and harmony-oriented model of medical decision making is like as well as how it differs from the modern Western individual-based and autonomy-oriented model in health care practice. The essay discloses the roots of the Chinese model in the Confucian account of the family and the Confucian view of harmony. By responding to a series of questions posed to the Chinese model by modern Western scholars in terms of the basic individualist concerns and values (...) embedded in the modern Western model, we conclude that the Chinese people have justifiable reasons to continue to apply the Chinese model to their contemporary health care and medical practice. (shrink)

İndividualizm və xüsusilə personalizm filosof-mütəfəkkirlərin diqqətini xüsusilə cəlb edən məsələlər sırasında olublar. İnsanın cəmiyyət ilə münasibətlərində öz xüsusiyyətləri, özgürlüyü və təkrar olunmazlığını qoruyub saxlamasını ifadə edən bu problemi müəyyən etməyin əhəmiyyətindən danışsaq, konkret bir şəxsə məxsus göstəricilərdən çıxış etməklə bütöv və hərtərəfli nəticə əldə etmək mümkündür. Qeyd olunan vəzifəni həyata keçirmək o qədər də asan deyildir. Çünki söhbət müəyyən bir şəxsi başqalarından ayırmaqdan başlayaraq, onun unikallığının formalaşması və mövcudluğunun müəyyən olunmasına qədər davam edən bir prosesi öyrənməkdən gedir. Dünyaya fərd kimi (...) gələn insan öz fəaliyyəti, özünüdərketməsi sayəsində şəxsiyyətin qabil ola biləcəyi bir varlığa çevrilə bilər. Məhz cəmiyyətin normal fəaliyyəti və inkişafı üçün onun hər bir üzvünün müəyyən qədər özünəməxsusluğu zəruridir. Və cəmiyyət üzvlərinin rəngarəngliyi, burada aydın ifadə olunmuş fərdiyyətlər, şəxsiyyətlərin mövcudluğu hər bir ictimai quruluşun, onun mədəniyyətinin həqiqi zənginliyini təmin edir. Buna görə də, insanların fərdi özünəməxsusluğuna malik olması sosial inkişafın qanunauyğunluğu kimi də qəbul edilir. Məqalədə Avropa personalistlərinin fikirlərinə istinadən belə proseslər izlənilib. (shrink)

This paper aims to explore one significant yet insufficiently elaborated aspect of valuing, namely the positional nature of valuing, which essentially reveals the fact that the valuer occupies a particular position or takes a specific viewpoint in relation to the object being valued. This positional nature of valuing does not merely embody a specific viewpoint from which the valuer’s beliefs, attitudes, reasons, and emotions are conveyed in a complex manner towards the valued object, but also constitute a particular position from (...) which the valuer engages with the valued object in a reason-giving manner. As systematically elaborated and lucidly revealed by this paper, this positional nature of valuing will on the one hand elucidate the conceptual interlock between ‘valuing’ and ‘valuable’ along the value-reason nexus with reference to arguments by T.M. Scanlon and Samuel Scheffler. On the other hand, it will also illuminate why we may have reason to value something from the perspective of practical reasoning. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:VIOLENCE AND NONVIOLENCE IN HINDU RELIGIOUS TRADITIONS Francis X. Clooney, SJ. Boston College Outline I.Violence, Sacrifice and Ritual 1. Some basic attitudes toward the killing of animals 2.Resolving the problem of sacrificial violence by internalization 3.Substitutions 4.Renunciation and nonviolence: an elite pathway 5.Violence andnonviolenceinrelation to vegetarianism: Hans Schmidt's theses?. Traditional Hindu Theorizations of Violence in Mimamsa Ritual Theory and Vedanta Theology 1. The ritual analysis (at Mimamsa Sutra 1.1.2) (...) of the Shyena rite which is performed in order to harm enemies 2.The Vedanta analysis (at Uttara Mimamsa Sutra 3.1.25) of ritual violence in relation to the prohibition of violence??. Violence in the Life of the State HOFrancis X. Clooney, S.J. 1. The royal power to punish (danda) 2.The synthesis of the ideals of brahmin and king a..The distribution and management of violence in the Laws ofManu (1st century CE) b. Policy toward warfare in the Arthashastra of Kautilya 3.The collapse of the brahmanical synthesis—and the emergence of a (seemingly) more nonviolent Hinduism 4.A comment on Gandhi (1 869-1948) and the contemporary emergence of post-Gandhian Hindu perspectives IV.Alternate Views from Outside the Sanskritic Tradition 1. Tamil Wisdom on Violence and Nonviolence: a.Tirukkural (c. 2nd century CE) b.Cilappatikaram (5th century CE) 2.Blood and Goddesses 3.From a Village Perspective a. Some Trouble with Cows b.Mahasweta Devi and the Literary Exposure of Violence V.The Question of a Christian Perspective on the Hindu Treatment of Violence and Religion: Are Victims Necessary? Some Presuppositions: • The following reflections, complex as they are, are governed by a reluctance to simplify Hindu teaching. I seek to avoid the view that the Hindu traditions had only one view of violence and nonviolence. • I use the term "Hindu" loosely and as a shorthand, without claiming that there is a single Hindu tradition, or a single creed shared by all Hindus, or a single attitude toward violence. But neither do I claim that there are simply many traditions without any common elements which justify the appellation "Hindu." • I am reluctant to idealize the Hindu traditions as if nonviolence must necessarily be taken as the epitome ofHindu thought. India's traditions are complex, and require complex treatment. • A serious artificiality of this paper is that I treat Hinduism without simultaneously lookinginto Buddhist andJain materials, though both were traditions with important and enduring commitments to nonviolence. Particularly with respect to the renunciant, marginal components of traditions, one ought not to make overly neat or decisive distinctions Violence and Nonviolence in Hindu Religious Traditions 1 1 1 between the Hindu, Buddhist, and Jain theories and practices related to violence and nonviolence. • I attempt to give preference to indigenous discussions ofissues related to violence and nonviolence; the context and mode of thinking are important, notjust the conclusions drawn. I therefore avoid simply mining Hindu texts for an answer to a contemporary question, "What is the Hindu attitude toward violence and nonviolence?" • In most ofwhat follows we must distinguish contexts where "violence" indicates "physical action which causes pain to some living being," from contexts where "violence" indicates "an intention, rooted in anger or malice, to hurt someone." I use the word "violence" for both in order to highlight the complex issues of distinction involved. In considering the Sanskrit formulations, one likewise has to distinguish himsa as "causing pain" from himsa as "intending to harm." • It is often difficult to date ancient texts, and even when one narrows down a date—within 200-300 years—its significance still depends on other, often equally broadly stated dates. Nevertheless, I do offer dates throughout, as summarized here: •ancient Vedic sacrificial practices, from before 1200 BCE •Vedic ritual analyses and reformulations of sacrifices as ritualized acts, in the Brahmanas, from after 1000 BCE •the Upanishadic exploration of the deeper meanings of ritual and interiorized alternatives to ritual, from after 900 BCE •the Buddha, c. 500 BCE •key texts in the theorization of royal power, The Laws of Manu (beginning of Common Era) and Arthashastra (c. 150 CE) •the Tamil wisdom text Tirukkural (100 CE) •Goddess texts as evidenced in Sanskrit formulations, from after 500 CE... (shrink)

A remarkable feature of the philosophical work on conspiracy theory theory has been that most philosophers agree there is nothing inherently problematic about conspiracy theories (AKA the thesis of particularism). Recent work, however, has challenged this consensus view, arguing that there really is something epistemically wrong with conspiracy theorising (AKA generalism). Are particularism and generalism incompatible? By looking at just how much particularists and generalists might have to give away to make their theoretical viewpoints compatible, I will argue that particularists (...) can accept many of the concerns that motivate generalism because generalism can never be about ‘all’ conspiracy theories without being either ahistorical or apolitical. In the end generalist critiques are best seen as useful guidelines or considerations for the appraising of particular conspiracy theories. (shrink)

Abduction and metaphor are two significant concepts in cognitive science. It is found that the both mental processes are on the basis of certain similarity. The similarity inspires us to seek the answers to the following two questions: Whether there is a common cognitive mechanism behind abduction and metaphor? And if there is, whether this common mechanism could be interpreted within the unified frame of modern intelligence theory? Centering on these two issues, the paper attempts to characterize and interpret the (...) generation and evolution of scientific metaphors from the perspective of the cognitive mechanism of abductive inference. Then it interprets the common cognitive mechanism behind abduction and metaphor within Hawkins’ frame of intelligence theory. The commonality between abduction and metaphor indicates the potential to further explore human intelligence. (shrink)

This report describes the rationale, approaches, organization, and resource development leading to a large-scale deletion bin map of the hexaploid wheat genome. Accompanying reports in this issue detail results from chromosome bin-mapping of expressed sequence tags representing genes onto the seven homoeologous chromosome groups and a global analysis of the entire mapped wheat EST data set. Among the resources developed were the first extensive public wheat EST collection. Described are protocols for sequencing, sequence processing, EST nomenclature, and the assembly of (...) ESTs into contigs. These contigs plus singletons were used for selection of distinct sequence motif unigenes. Selected ESTs were rearrayed, validated by 5′ and 3′ sequencing, and amplified for probing a series of wheat aneuploid and deletion stocks. Images and data for all Southern hybridizations were deposited in databases and were used by the coordinators for each of the seven homoeologous chromosome groups to validate the mapping results. Results from this project have established the foundation for future developments in wheat genomics. (shrink)

Conspiracy theories and conspiracy theorists have been accused of a great many sins, but are the conspiracy theories conspiracy theorists believe epistemically problematic? Well, according to some recent work, yes, they are. Yet a number of other philosophers like Brian L. Keeley, Charles Pigden, Kurtis Hagen, Lee Basham, and the like have argued ‘No!’ I will argue that there are features of certain conspiracy theories which license suspicion of such theories. I will also argue that these features only license a (...) limited suspicion of these conspiracy theories, and thus we need to be careful about generalising from such suspicions to a view of the warrant of conspiracy theories more generally. To understand why, we need to get to the bottom of what exactly makes us suspicious of certain conspiracy theories, and how being suspicious of a conspiracy theory does not always tell us anything about how likely the theory in question is to be false. (shrink)

Looking at the recent spate of claims about “fake news” which appear to be a new feature of political discourse, I argue that fake news presents an interesting problem in epistemology. Te phenomena of fake news trades upon tolerating a certain indiference towards truth, which is sometimes expressed insincerely by political actors. Tis indiference and insincerity, I argue, has been allowed to fourish due to the way in which we have set the terms of the “public” epistemology that maintains what (...) is considered “rational” public discourse. I argue one potential salve to the problem of fake news is to challenge this public epistemology by injecting a certain ethical consideration back into the discourse. (shrink)