Necessity and sufficiency are the building blocks of all successful explanations. Yet despite their importance, these notions have been conceptually underdeveloped and inconsistently applied in explainable artificial intelligence (XAI), a fast-growing research area that is so far lacking in firm theoretical foundations. Building on work in logic, probability, and causality, we establish the central role of necessity and sufficiency in XAI, unifying seemingly disparate methods in a single formal framework. We provide a sound and complete algorithm for computing explanatory factors (...) with respect to a given context, and demonstrate its flexibility and competitive performance against state of the art alternatives on various tasks. (shrink)

Necessity and sufficiency are the building blocks of all successful explanations. Yet despite their importance, these notions have been conceptually underdeveloped and inconsistently applied in explainable artificial intelligence, a fast-growing research area that is so far lacking in firm theoretical foundations. In this article, an expanded version of a paper originally presented at the 37th Conference on Uncertainty in Artificial Intelligence, we attempt to fill this gap. Building on work in logic, probability, and causality, we establish the central role of (...) necessity and sufficiency in XAI, unifying seemingly disparate methods in a single formal framework. We propose a novel formulation of these concepts, and demonstrate its advantages over leading alternatives. We present a sound and complete algorithm for computing explanatory factors with respect to a given context and set of agentive preferences, allowing users to identify necessary and sufficient conditions for desired outcomes at minimal cost. Experiments on real and simulated data confirm our method’s competitive performance against state of the art XAI tools on a diverse array of tasks. (shrink)

The book is a thematic study of Tagore's conceptual project of harmonizing the one and its many across several fields such as spirituality, aesthetics, social existence, and others.

This introductory text points to some of the diverse tapestries of Hindu worldviews where scriptural revelation, logical argumentation, embodied affectivity, moral reasoning, and aesthetic cultivation constitute densely interwoven conceptual threads.

The economic shutdown and national lockdown following the outbreak of COVID-19 have increased demand for unpaid work at home, particularly among families with children, and reduced demand for paid work. Concurrently, the share of the workforce that has relocated its workplace to home has also increased. In this article, we examine the consequences of these processes for the allocation of time among paid work, housework, and care work for men and women in Israel. Using data on 2,027 Israeli adults whom (...) we followed since the first week of March, we focus on the effect of the second lockdown in Israel on the gender division of both paid and unpaid work. We find that as demand for housework caused by the lockdown increases, women—especially with children—increase their housework much more than men do, particularly when they work from home. The consequences of work from home and other flexible work arrangements for gender inequality within the family are discussed. (shrink)

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Using masking techniques combined with electrophysiological recordings is a promising way to study neural correlates of visual awareness, as shown in recent studies. Here I comment on the following puzzling aspects typical for this endeavour that have made obstacles for a potentially even more impressive progress. First, the continuing practice of confounds between objective stimulus variables and subjective dependent measures. Second, complexity of timing the emergence of subjective conscious percept which is partly due to complex interactivity between target and mask. (...) Third, the ambiguity of the concept of neural correlates of awareness. (shrink)

ABSTRACTChristopher Achen and Larry Bartels’s Democracy for Realists makes a persuasive case that standard theories of democracy rest on shaky empirical ground, and that optimistically interpreted empirical findings about public competence do not save the day. However, I argue that the solution does not lie with theories of elite competition or accountability to other institutions. Instead, I turn to theories of symbolic politics. These theories capture the empirical reality of how voters engage with politics and make decisions. While they tend (...) to emphasize human irrationality, they also contain the potential for a symbolic kind of rationality that could provide a solid foundation for democratic politics. (shrink)

By 20 October 2021, the U.S. Food and Drug Administration (FDA) had amended its Emergency Use Authorizations for immunocompetent adults who previously received the Pfizer-BioNTech, Moderna, or Johnson & Johnson COVID-19 vaccines. For the 2-dose Pfizer-BioNTech and Moderna vaccines, the FDA permitted a single booster dose for adults aged 65 years or older and adults aged 18 to 64 years at high-risk for severe COVID-19 or at high risk for occupational or institutional COVID-19 exposure. For the single-dose Johnson & Johnson (...) vaccine, the FDA permitted a single booster dose for all adults aged 18 or older. These eligibility schemes were endorsed by the Centers for Disease Control and Prevention shortly after FDA approval. (shrink)

Traditionally, the problem of evil, in its various formulations, has been one of the strongest objections against perfect being theism. In the voluminous literature on this problem, the motif of evil has usually been discussed with respect to human flourishing. In recent decades more focused attention has been paid to animal suffering and the philosophical problems that such suffering poses for perfect being theists. However, this growing body of literature, in Anglo-American philosophical milieus, is largely aimed at sketching a specifically (...) Christian or Christianity-inflected theodicy that would reconcile animal suffering with the existence of an omni-God. In contrast, there are few, if any, systematic attempts to put forth a Hindu theodicy that aims to offer morally justifiable reasons that God has for allowing animal suffering. In this article, we address this scholarly lacuna by illustrating how a Hindu perfect being theist might respond to the problem of animal suffering. (shrink)

PurposeA significant volume of philosophical literature produced by Indian academic philosophers in the first half of the twentieth century can be placed under the rubric of ‘Śaṁkara and X’, where X is Hegel, or a German or a British philosopher who had commented on, elaborated or critiqued the Hegelian system. We will explore in this essay the philosophical significance of Hegel-influenced systems as an intellectual conduit for these Indo-European conceptual encounters, and highlight how for some Indian philosophers the British variations (...) on Hegelian systems were both a point of entry into debates over ‘idealism’ and ‘realism’ in contemporary European philosophy and an occasion for defending Advaita against the charge of propounding a doctrine of world illusionism.MethodologyOur study of the philosophical enquiries of A.C. Mukerji, P.T. Raju, and S.N.L. Shrivastava indicates that they developed distinctive styles of engaging with Hegelian idealisms as they reconfigured certain aspects of the classical Advaita of Śaṁkara through contemporary vocabulary.Result and ConclusionThese appropriations of Hegelian idioms can be placed under three overlapping styles: Mukerji was partly involved in locating Advaita in an intermediate conceptual space between, on the one hand, Kantian agnosticism and, on the other hand, Hegelian absolutism; Raju and Shrivastava presented Advaitic thought as the fulfilment of certain insights of Hegel and F.H. Bradley; and the interrogations of Hegel’s ‘idealism’ provided several Indian academic philosophers with a hermeneutic opportunity to revisit the vexed question of whether the ‘idealism’ of Śaṁkara reduces the phenomenal world, structured by māyā, to a bundle of ideas. (shrink)

A survey of the key arguments that have been developed for and against the rationality of belief in reincarnation shows that often the central dispute is not over what the ‘data’ are but how to assess the ‘data’ from specific metaphysical–hermeneutical horizons. By examining some of these arguments formulated by Hindu thinkers as well as their critiques – from the perspectives of metaphysical naturalism and Christian theology – we argue that one of the reasons why these debates remain intractable is (...) that the ‘theory’ is underdetermined by the ‘data’, so that more than one set of the latter can be regarded as adequate explanations of the former. (shrink)

The idea that the thalamo-cortical system is the crucial constituent of the neurobiological mechanisms of consciousness has a long history. For the last few decades, however, consciousness research has to a large extent overlooked the interplay between the cortex and thalamus. Here we revive an integrated view of the neurobiology of consciousness by presenting and discussing several recent major findings about the role of the thalamocortical interactions in consciousness. Based on these findings we propose a specific cellular mechanism how thalamic (...) nuclei modulate the integration of different processing streams within single cortical pyramidal neurons. This theory is inspired by recent work done in rodents, but it integrates decades of work conducted on various species. We illustrate how this new view readily explains various properties and experimental phenomena associated with conscious experience. We discuss the implications of this idea and some of the experiments that need to be done in order to test it. Our view bridges two long-standing perspectives on the neural mechanisms of consciousness and proposes that cortical and thalamo-cortical processing interact at the level of single pyramidal cells. (shrink)

While Gandhi and Ambedkar hold similar standpoints on the relation between religious orderings of the world and shapes of social existence, they sharply diverge, on certain occasions, regarding the question of what the crucial terms ‘caste’ and varņa refer to, so that they often seem to be talking past each other. Gandhi sought to cut through various traditional forms of Hindu socio-religious practices and develop a Hinduism which is grounded in the values of universal peace, love and benevolence. Ambedkar too (...) rejected aspects of familiar historical varieties of Buddhism and configured a new vehicle whose goals were to be more specifically material than spiritual. However, while both Gandhi and Ambedkar thus sought to uncover the revitalizing impulses of religious ideals, they operated with different imaginations of the type of polity that would emerge from this social reconstruction. For Gandhi, the reinvigorated socio-religious whole would be structured by an ideal notion of varņa in which there would b... (shrink)

Why do women sellers in product markets receive lower prices than men sellers when selling the same identical products? This Article investigates the effects of cultural beliefs about competence, desert and trust on market interactions with women and men sellers. We use an experimental approach to show that the prices people are willing to pay for the exact same product are affected by cultural beliefs about gender; when a woman sells a gift card, she is likely to receive five percent (...) less for it, compared to when a man does. Our analysis further suggests that it is beliefs about women’s relative competence and moral entitlement that drive the gender price gap in product markets. When the participants in the experiment were presented with information that suggested that the woman seller was a competent or entitled seller, no gender price differences were found between such women sellers and their equally qualified male counterparts. Nonetheless, information about the trustworthiness of sellers did not decrease the gap between women and men sellers. This suggests that price gaps between women and men in product markets are not generated by beliefs about the trustworthiness of women and men. (shrink)

In contemporary societies there is a continuous process of creation and destruction of ethics. Shared norms are fuzzy, as actors tend to share core principles but interpret them differently. In this paper we analyse three cases of ethical dispute in the agri-food sector by employing the distinction between matters of fact and matters of concern proposed by Bruno Latour. We further suggest that ethics in the agri-food industry should be considered in relation to collective goals such as sustainability and social (...) justice. To expand the role of ethics it is necessary to broaden the view on who is responsible and how for the manifold challenges faced in food production, distribution and consumption. We contend that reflections on the relationship between ethics and sustainability must go beyond an anthropocentric approach and also consider the welfare of non-human nature. Our study suggests that the boundary between politics and ethics is fluid and governing institutions have a role to play in ethicisation of food systems along with industry and civil society. Any resolution of matters of concern is neither innocent, nor impartial. Ethical responses to food system challenges are rather to be established through dialogue and alignment of ethical practices. (shrink)

Attention deficit/hyperactivity disorder (ADHD) has been linked to higher engagement in sexual risk-taking behavior (SRTB). The current study aims to establish the link between ADHD symptoms and SRTB in the general population and to examine whether an exaggerated perceived benefit of the positive outcomes of SRTB explains that link. A scale for measuring the frequency, likelihood, perceived benefit, and perceived risk of SRTB was developed. Young adult sexually active participants who did not have a stable partnership completed the above scale, (...) as well as a scale of ADHD symptoms. Level of ADHD symptoms positively correlated with the frequency and likelihood of SRTB, even when the overall level of sexual behavior was controlled for. ADHD symptoms also correlated with the perceived benefit of SRTB, but not with the perceived risk of SRTB. Mediation analysis confirmed an indirect pathway: ADHD symptoms predicted perceived benefit of SRTB, which in turn predicted increased likelihood to engage in SRTB. These findings suggest a positive link between ADHD symptoms and SRTB in the general population, which is accounted for by an exaggerated perceived benefit of SRTB. (shrink)

Attention deficit/hyperactivity disorder (ADHD) has been linked to higher engagement in sexual risk-taking behavior (SRTB). The current study aims to establish the link between ADHD symptoms and SRTB in the general population and to examine whether an exaggerated perceived benefit of the positive outcomes of SRTB explains that link. A scale for measuring the frequency, likelihood, perceived benefit, and perceived risk of SRTB was developed. Young adult sexually active participants who did not have a stable partnership completed the above scale, (...) as well as a scale of ADHD symptoms. Level of ADHD symptoms positively correlated with the frequency and likelihood of SRTB, even when the overall level of sexual behavior was controlled for. ADHD symptoms also correlated with the perceived benefit of SRTB, but not with the perceived risk of SRTB. Mediation analysis confirmed an indirect pathway: ADHD symptoms predicted perceived benefit of SRTB, which in turn predicted increased likelihood to engage in SRTB. These findings suggest a positive link between ADHD symptoms and SRTB in the general population, which is accounted for by an exaggerated perceived benefit of SRTB. (shrink)

A study of Hindu engagements with violence which have been structured by scriptural themes reveals that violence has been regulated, enacted, resisted, negated or denied in complex ways. Disputes based on Vedic orthodoxy were channeled, in classical India, through the mythical frameworks of gods clashing with demons, and later in the medieval centuries this template was extended to the Muslim foreigners who threatened the Brahmanical socio-religious orders. In the modern period, the electoral mechanisms of colonial modernity spurred Hindu anxieties about (...) a weakened nation which would die out in the face of Muslim solidarity, and various Hindu organizations began to increasingly draw on motifs from the Vedas, Bhagavad-gītā, and other texts to speak of a martial Hindu nation. These two moments—the articulation of the boundaries of the robust Hindu nation and the projection of the Muslim as the enemy lurking at the gates—have been integral to the shaping of Hindu cultural nationalism by several key thinkers and political activists. Thus, the forms of violence associated with Hindu universes should be placed within their dynamic socio-historical contexts where Hindus have interpreted, engaged with, and acted on a range of scriptural texts both to generate violent solidarities and to speak of peace. A study of these phenomena alongside some Christian theological attempts to legitimize, valorize or transcend violence from within scriptural horizons points to the complex conceptual terrain encompassed by the conjunction in “religion and violence.”. (shrink)

This article explores some of the understandings of “science” that are often employed in the literature on “science and Eastern religions.” These understandings crucially shape the raging debates between the avid proponents and the keen detractors of the thesis that Eastern forms of spirituality are uniquely able to subsume the sciences into their metaphysical–axiological horizons. More specifically, the author discusses some of the proposed relations between “science” and “Eastern religions” by highlighting three themes: the relation between science and metaphysics, the (...) relation between science and experience, and the European origins of science. The analysis of these relations requires a methodological inquiry into some of the culturally freighted valences of “science,” “metaphysics,” and “experience.”. (shrink)

The moral and ethical challenges of living in community pertain not only to the intersection of human beings one with another, but also our interactions with our machine creations. This article explores the philosophical and theological framework for reasoning and decision-making through the lens of science fiction, religion, and artificial intelligence (both real and imagined). In comparing the programming of autonomous machines with human ethical deliberation, we discover that both depend on a concrete ordering of priorities derived from a clearly (...) defined value system. (shrink)

Improvement in performance after the end of the training session, termed “Offline improvement,” has been shown in procedural learning tasks. We examined whether Offline improvement in learning a novel orthography depends on the type of reading instruction. Forty-eight adults received multisession training in reading nonsense words, written in an artificial script. Participants were trained in one of three conditions: alphabetical words preceded by direct letter instruction (Letter-Alph); alphabetical words with whole-word instruction (Word-Alph); and nonalphabetical (arbitrary) words with whole-word instruction (Word-Arb). (...) Offline improvement was found only for the Letter-Alph group. Moreover, correlation with a standardized measure of word reading ability showed that good readers trained in the Letter-Alph group exhibit greater Offline improvement, whereas good readers trained in the Word-Arb group showed greater Within-session improvement during training. These results suggest that different consolidation processes and learning mechanisms were involved in each group. We argue that providing a short block of direct letter instruction prior to training resulted in increased involvement of procedural learning mechanisms during training. (shrink)

We shall examine some conceptual tensions in Hick’s ‘pluralism’ in the light of S. Radhakrishnan’s reformulation of classical Advaita. Hick himself often quoted Radhakrishnan’s translations from the Hindu scriptures in support of his own claims about divine ineffability, transformative experience and religious pluralism. However, while Hick developed these themes partly through an adaptation of Kantian epistemology, Radhakrishnan derived them ultimately from Śaṁkara, and these two distinctive points of origin lead to somewhat different types of reconstruction of the diversity of world (...) religions. Our argument will highlight the point that Radhakrishnan is not a ‘pluralist’ in terms of Hick’s understanding of the Real. The Advaitin ultimate, while it too like Hick’s Real cannot be encapsulated by human categories, is, however, not strongly ineffable, because some substantive descriptions, according to the Advaitic tradition, are more accurate than others. Our comparative analysis will reveal that they differ because they are located in two somewhat divergent metaphysical schemes. In turn, we will be able to revisit, through this dialogue between Hick and Radhakrishnan, the intensely vexed question of whether Hick’s version of pluralism is in fact a form of covert exclusivism. (shrink)

One of the hardest parts of being a leader is handling disagreements about values. The skills required to do this are increasingly important in polarized societies where there is pressure for businesses and organizations to have a sense of purpose and "do the right thing." Our book helps readers address these challenges. To do this, we don''t give a simplistic cookie-cutter recipe for what is right and wrong. Rather, we guide readers on a journey to rigorously explore their values and (...) better understand the values of others. We discuss the human psychology that drives conflicts over values as well as the philosophical frameworks that have guided people for millennia. We provide strategies, based in research from psychology and the behavioral sciences, whichthat readers can use to implement their values in their lives and their organizations. Topics covered include moral intuitions, self-serving biases, situational pressures, social norms, the role of business in society, consequentialism/utilitarianism, motives, perspective-taking, justice, fairness, and liberty. (shrink)

If successive, brief visual images are exposed for recognition or for psychophysical ratings, various effects and phenomena of fast dynamics of conscious perception such as mutual masking, metacontrast, proactive enhancement of contrast, proactive speed-up of the latency of subjective visual experience, the Fröhlich Effect, the Tandem Effect, attentional facilitation by visuospatial precuing, and some others have been found. The theory proposed to deal with these phenomena proceeds from the assumption that two types of brain processes are necessary in order to (...) consciously recognize visual stimuli: fast, specific processes of encoding that allocate and reactivate the stimulus representation which is based on the activity of selected cortical neurons and relatively slower processes of facilitation of the activity of this specific representation that are mediated by the excitatory modulation of the EPSPs of those selected cortical neurons by the ascending input from nonspecific thalamus. Theperceptual retouchconstruct is proposed in order to characterize and analyze the interaction of and . The neurophysiological characteristics of this bifunctional system of afference help to put forward several predictions that are found to be consistent with the empirical regularities of the above-described perceptual-attentional phenomena. These data form a body of converging evidence that is consistent with the predictions of the perceptual retouch approach. (shrink)

A vital point of dispute within both classical Indian thought and contemporary analytic ontology is the following: which facts are brute so that they are, so to speak, beyond any need of civilizing through logical transformations, conceptual revisions, or linguistic reformulations? In this article, we discuss certain strands of the debate in these fields with two central purposes in mind. Firstly, we shall argue that metaphysical debates are seemingly interminable partly because disputing parties carve up the ontological landscape in such (...) a manner that what one party views as primitive, basic, or fundamental is regarded by an opponent as derivative, imagined, or constructed and vice versa. Second, unlike debates over these themes in contemporary analytic ontology, the classical Indian counterparts were usually located within a soteriological context, where it was claimed that an individual should develop meditative praxis on the way towards the goal of ultimate liberation. While it might seem that one could appeal to “experience” in this manner to settle the debate over whether universals were fundamental ingredients of the fabric of reality or merely conceptual artefacts, we shall argue that this approach is complicated by the fact that aspirants in these traditions would interpret their experiences in accordance with their doctrinal schemes. Therefore, the question of whether or not this appeal succeeds leads us to an ongoing dispute in religious epistemology over whether experiences are completely “constructed” by doctrinal context. (shrink)

The devotional literatures across the Hindu bhakti traditions of medieval India are shaped by distinctive styles of affective responses to the divine reality. A theme which recurs in several layers of their songs is a theological dialectic between divine majesty and divine accessibility; the divine is not only simply transcendent in the sense of being a distant deity but is also immanently present in and through a range of human sensitivities, emotions, and affectivities. We will highlight the dialectic in the (...) devotional songs of three medieval figures, Tulsīdās, Sūrdās, and Mādhavadeva, which are structured primarily by the devotional attitude of a servant towards the Lord. As we will see, this theological servitude is not to be understood as a form of abject servility, for the three poets, in their somewhat distinctive ways, can not only speak of the Lord as a friend and as a lover, but can even level various kinds of complaints, challenges, and accusations at the Lord. Thus, if the Lord’s transcendental sovereignty is emphasised by the devotee through the modes of self-censure, the Lord’s immanent availability is also highlighted through the protests that the devotee fervently makes to the seemingly uncaring Lord. (shrink)

In a comparative study of karma theodicy and atonement theodicy, as developed by some Hindu and Christian theologians, this article argues that they present teleological visions where individuals become purged, purified, and perfected in and through their worldly suffering. A karma theodicy operates with the notion that there is some form of proportionality between past evil and present suffering, even if such correlations can only be traced by an enlightened sage or are known to the omniscient God. Christian mystics too (...) seek not so much to explain suffering as to identify suffering with the agony of Christ on the cross, and they envision such suffering as part of a unitive journey where their love of Christ is purified. In these ways, both styles of theodicy use rational resources towards the goal of explanation, while reminding their adherents that the faltering intelligibility that they seek is to be seen as an integral component of their active participation in a sense of theological mystery that enfolds, and yet transcends, their finite existences. (shrink)